Test 1 Report
Sample Level
TEST_IOP
TEST_ION
TEST_ASN
TEST_RAP
Batch Level
PATIENT1
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 5.670066e-138 | 2.207703 | 0.729 | 0.027 | 1.110539e-133 | 0 | CYBB |
| 1 | 2.936062e-118 | 2.843591 | 0.936 | 0.289 | 5.750571e-114 | 0 | HLA-DRA |
| 2 | 7.048879e-115 | 1.890480 | 0.562 | 0.002 | 1.380593e-110 | 0 | MS4A7 |
| 3 | 2.170272e-109 | 2.009310 | 0.562 | 0.009 | 4.250695e-105 | 0 | MS4A6A |
| 4 | 3.267343e-109 | 3.007643 | 0.602 | 0.023 | 6.399417e-105 | 0 | LYZ |
| 5 | 1.953246e-108 | 2.473979 | 0.908 | 0.278 | 3.825627e-104 | 0 | HLA-DPA1 |
| 6 | 7.226368e-102 | 2.329080 | 0.869 | 0.253 | 1.415356e-97 | 0 | HLA-DPB1 |
| 7 | 1.182166e-101 | 2.209656 | 0.988 | 0.632 | 2.315390e-97 | 0 | CD74 |
| 8 | 5.353019e-100 | 2.165128 | 0.574 | 0.028 | 1.048442e-95 | 0 | CD14 |
| 9 | 1.389509e-94 | 1.931600 | 0.733 | 0.119 | 2.721493e-90 | 0 | HLA-DQB1 |
| 10 | 4.296001e-93 | 2.647933 | 0.578 | 0.040 | 8.414147e-89 | 0 | AC020656.1 |
| 11 | 1.154351e-88 | 2.159628 | 0.813 | 0.258 | 2.260913e-84 | 0 | CTSS |
| 12 | 4.178685e-86 | 2.695707 | 0.478 | 0.016 | 8.184373e-82 | 0 | C1QA |
| 13 | 9.599777e-82 | 2.440914 | 0.466 | 0.018 | 1.880212e-77 | 0 | C1QB |
| 14 | 3.160334e-80 | 1.914229 | 0.884 | 0.327 | 6.189831e-76 | 0 | HLA-DRB1 |
| 15 | 2.277095e-70 | 1.907202 | 0.390 | 0.010 | 4.459918e-66 | 0 | MRC1 |
| 16 | 5.475216e-59 | 1.850670 | 0.705 | 0.255 | 1.072376e-54 | 0 | CTSB |
| 17 | 2.586757e-52 | 1.971863 | 0.343 | 0.022 | 5.066423e-48 | 0 | S100A9 |
| 18 | 3.245326e-46 | 1.845024 | 0.936 | 0.786 | 6.356296e-42 | 0 | FTL |
| 19 | 1.342784e-36 | 1.991620 | 0.343 | 0.057 | 2.629976e-32 | 0 | LGMN |
| 20 | 7.923811e-189 | 1.892086 | 0.942 | 0.027 | 1.551958e-184 | 1 | DERL3 |
| 21 | 4.486052e-185 | 2.785775 | 1.000 | 0.068 | 8.786382e-181 | 1 | MZB1 |
| 22 | 7.904436e-183 | 3.571697 | 0.966 | 0.053 | 1.548163e-178 | 1 | IGHG2 |
| 23 | 1.248054e-167 | 2.735808 | 0.952 | 0.067 | 2.444438e-163 | 1 | JCHAIN |
| 24 | 5.830567e-167 | 3.352462 | 0.966 | 0.099 | 1.141975e-162 | 1 | IGHG3 |
| 25 | 2.601095e-155 | 1.661071 | 0.874 | 0.037 | 5.094504e-151 | 1 | IGHG4 |
| 26 | 1.585712e-148 | 2.547784 | 0.918 | 0.075 | 3.105775e-144 | 1 | IGHGP |
| 27 | 4.859669e-139 | 4.292590 | 0.986 | 0.217 | 9.518148e-135 | 1 | IGHG1 |
| 28 | 7.804804e-131 | 1.154039 | 0.807 | 0.046 | 1.528649e-126 | 1 | CD38 |
| 29 | 2.116581e-130 | 1.483045 | 0.961 | 0.137 | 4.145535e-126 | 1 | FKBP11 |
| 30 | 8.590620e-123 | 2.082749 | 1.000 | 0.301 | 1.682559e-118 | 1 | XBP1 |
| 31 | 4.695407e-118 | 1.520894 | 0.947 | 0.153 | 9.196425e-114 | 1 | SEC11C |
| 32 | 1.280055e-113 | 2.016057 | 1.000 | 0.505 | 2.507115e-109 | 1 | SSR4 |
| 33 | 4.114560e-93 | 4.392083 | 1.000 | 0.631 | 8.058778e-89 | 1 | IGKC |
| 34 | 1.340750e-72 | 2.120686 | 0.396 | 0.010 | 2.625993e-68 | 1 | IGHV5-51 |
| 35 | 9.575815e-66 | 2.455202 | 0.415 | 0.024 | 1.875519e-61 | 1 | IGKV1-5 |
| 36 | 1.342523e-65 | 2.226397 | 0.415 | 0.024 | 2.629465e-61 | 1 | IGHV3-23 |
| 37 | 4.482196e-23 | 3.216830 | 0.314 | 0.061 | 8.778829e-19 | 1 | IGHA1 |
| 38 | 7.839441e-19 | 4.086893 | 0.604 | 0.219 | 1.535433e-14 | 1 | IGLC2 |
| 39 | 1.713624e-11 | 5.051128 | 0.377 | 0.145 | 3.356303e-07 | 1 | IGLC3 |
| 40 | 8.374319e-55 | 1.715922 | 0.659 | 0.142 | 1.640194e-50 | 2 | CCL5 |
| 41 | 1.698079e-47 | 1.552282 | 0.506 | 0.081 | 3.325858e-43 | 2 | NKG7 |
| 42 | 3.806963e-46 | 1.414668 | 0.524 | 0.093 | 7.456317e-42 | 2 | GZMA |
| 43 | 5.596048e-42 | 1.233548 | 0.652 | 0.175 | 1.096042e-37 | 2 | CD2 |
| 44 | 2.351333e-41 | 1.359319 | 0.409 | 0.058 | 4.605321e-37 | 2 | CST7 |
| 45 | 4.850941e-39 | 1.159046 | 0.530 | 0.112 | 9.501054e-35 | 2 | CD3G |
| 46 | 1.788665e-36 | 1.333548 | 0.652 | 0.224 | 3.503278e-32 | 2 | IL32 |
| 47 | 7.712082e-34 | 1.947789 | 0.488 | 0.124 | 1.510488e-29 | 2 | CCL4 |
| 48 | 2.187587e-33 | 1.368103 | 0.421 | 0.087 | 4.284609e-29 | 2 | CD69 |
| 49 | 2.567562e-33 | 1.228465 | 0.482 | 0.112 | 5.028827e-29 | 2 | CD3D |
| 50 | 2.219153e-29 | 1.048923 | 0.311 | 0.046 | 4.346433e-25 | 2 | GZMM |
| 51 | 7.547913e-29 | 1.262055 | 0.610 | 0.256 | 1.478334e-24 | 2 | CXCR4 |
| 52 | 6.455158e-28 | 1.237599 | 0.280 | 0.038 | 1.264307e-23 | 2 | PRF1 |
| 53 | 2.127112e-26 | 1.066496 | 0.415 | 0.104 | 4.166162e-22 | 2 | RUNX3 |
| 54 | 4.592036e-26 | 1.050039 | 0.805 | 0.554 | 8.993961e-22 | 2 | BTG1 |
| 55 | 5.329644e-24 | 1.036127 | 0.268 | 0.042 | 1.043864e-19 | 2 | KLRB1 |
| 56 | 7.982864e-23 | 1.052769 | 0.445 | 0.148 | 1.563524e-18 | 2 | SLA |
| 57 | 2.810275e-21 | 1.230019 | 0.341 | 0.091 | 5.504204e-17 | 2 | DUSP2 |
| 58 | 1.760224e-20 | 1.207476 | 0.341 | 0.088 | 3.447575e-16 | 2 | IL7R |
| 59 | 1.094122e-17 | 1.196895 | 0.445 | 0.189 | 2.142948e-13 | 2 | TNFAIP3 |
| 60 | 2.154325e-201 | 3.585888 | 0.944 | 0.016 | 4.219460e-197 | 3 | VWF |
| 61 | 2.769034e-179 | 2.251541 | 0.815 | 0.004 | 5.423430e-175 | 3 | CLEC14A |
| 62 | 2.105197e-177 | 2.546758 | 0.907 | 0.032 | 4.123238e-173 | 3 | EGFL7 |
| 63 | 6.471517e-172 | 2.140644 | 0.784 | 0.004 | 1.267511e-167 | 3 | ADGRL4 |
| 64 | 2.473609e-171 | 2.793137 | 0.809 | 0.011 | 4.844811e-167 | 3 | AQP1 |
| 65 | 1.719780e-155 | 2.964170 | 0.957 | 0.088 | 3.368361e-151 | 3 | HSPG2 |
| 66 | 2.482008e-154 | 2.267796 | 0.846 | 0.038 | 4.861261e-150 | 3 | CD34 |
| 67 | 1.596066e-146 | 2.202976 | 0.698 | 0.008 | 3.126055e-142 | 3 | PLVAP |
| 68 | 2.858725e-145 | 2.518217 | 0.722 | 0.014 | 5.599098e-141 | 3 | COL15A1 |
| 69 | 3.979197e-135 | 2.143736 | 0.710 | 0.022 | 7.793655e-131 | 3 | RAMP2 |
| 70 | 1.789234e-127 | 2.637148 | 0.858 | 0.075 | 3.504394e-123 | 3 | COL4A1 |
| 71 | 4.671273e-126 | 2.505904 | 0.870 | 0.100 | 9.149154e-122 | 3 | ENG |
| 72 | 2.731362e-117 | 2.301943 | 0.790 | 0.064 | 5.349646e-113 | 3 | COL4A2 |
| 73 | 1.645686e-114 | 2.367567 | 0.957 | 0.211 | 3.223241e-110 | 3 | PECAM1 |
| 74 | 1.469276e-113 | 2.286474 | 0.556 | 0.007 | 2.877723e-109 | 3 | CLDN5 |
| 75 | 1.249906e-106 | 2.120304 | 0.944 | 0.146 | 2.448065e-102 | 3 | SPARCL1 |
| 76 | 5.310298e-103 | 2.487907 | 0.932 | 0.191 | 1.040075e-98 | 3 | A2M |
| 77 | 1.952911e-98 | 2.545751 | 0.506 | 0.010 | 3.824972e-94 | 3 | ACKR1 |
| 78 | 1.181307e-87 | 2.834508 | 0.580 | 0.038 | 2.313708e-83 | 3 | FABP4 |
| 79 | 3.223194e-64 | 2.131130 | 0.784 | 0.243 | 6.312948e-60 | 3 | CAV1 |
| 80 | 1.094059e-67 | 1.800637 | 0.856 | 0.173 | 2.142823e-63 | 4 | CD2 |
| 81 | 8.496815e-46 | 1.198489 | 1.000 | 0.893 | 1.664186e-41 | 4 | RPS29 |
| 82 | 8.571088e-46 | 1.515939 | 0.805 | 0.246 | 1.678733e-41 | 4 | CD52 |
| 83 | 1.891143e-40 | 1.476765 | 0.593 | 0.124 | 3.703992e-36 | 4 | CD3G |
| 84 | 7.780705e-40 | 1.606716 | 0.746 | 0.233 | 1.523929e-35 | 4 | IL32 |
| 85 | 1.348503e-29 | 1.297763 | 0.517 | 0.126 | 2.641179e-25 | 4 | CD3D |
| 86 | 1.494691e-29 | 1.404355 | 0.492 | 0.115 | 2.927501e-25 | 4 | TRBC2 |
| 87 | 3.401929e-28 | 1.119151 | 0.458 | 0.098 | 6.663017e-24 | 4 | CD3E |
| 88 | 1.025288e-27 | 1.284244 | 0.492 | 0.122 | 2.008129e-23 | 4 | TRAC |
| 89 | 4.303011e-27 | 1.252433 | 0.305 | 0.042 | 8.427878e-23 | 4 | CD247 |
| 90 | 2.386799e-26 | 1.486011 | 0.441 | 0.103 | 4.674785e-22 | 4 | TRBC1 |
| 91 | 1.438726e-21 | 1.115315 | 0.610 | 0.258 | 2.817888e-17 | 4 | CORO1A |
| 92 | 2.487936e-21 | 1.419948 | 0.390 | 0.094 | 4.872871e-17 | 4 | IL7R |
| 93 | 8.291964e-21 | 1.293300 | 0.441 | 0.124 | 1.624064e-16 | 4 | GZMA |
| 94 | 3.625604e-20 | 1.504119 | 0.517 | 0.184 | 7.101108e-16 | 4 | CCL5 |
| 95 | 2.688015e-19 | 1.183367 | 0.297 | 0.060 | 5.264745e-15 | 4 | SAMD3 |
| 96 | 1.446760e-17 | 1.093883 | 0.542 | 0.246 | 2.833623e-13 | 4 | IKZF1 |
| 97 | 3.737001e-17 | 1.099781 | 0.483 | 0.169 | 7.319289e-13 | 4 | LTB |
| 98 | 2.795698e-13 | 1.256962 | 0.356 | 0.120 | 5.475654e-09 | 4 | NKG7 |
| 99 | 1.144011e-10 | 1.514669 | 0.712 | 0.613 | 2.240661e-06 | 4 | PLCG2 |
| 100 | 3.743942e-203 | 3.897669 | 0.980 | 0.014 | 7.332886e-199 | 5 | DCN |
| 101 | 4.999192e-192 | 3.055214 | 0.940 | 0.014 | 9.791418e-188 | 5 | FBLN1 |
| 102 | 2.447895e-181 | 3.870733 | 0.970 | 0.028 | 4.794447e-177 | 5 | CCDC80 |
| 103 | 7.076633e-175 | 3.295593 | 0.900 | 0.020 | 1.386029e-170 | 5 | LUM |
| 104 | 1.154054e-153 | 2.182135 | 0.870 | 0.029 | 2.260330e-149 | 5 | RARRES2 |
| 105 | 3.730178e-153 | 2.644566 | 0.910 | 0.035 | 7.305928e-149 | 5 | COL6A3 |
| 106 | 5.372347e-152 | 2.199895 | 0.920 | 0.039 | 1.052228e-147 | 5 | C1S |
| 107 | 5.484006e-150 | 2.948008 | 0.990 | 0.062 | 1.074097e-145 | 5 | COL6A1 |
| 108 | 2.650763e-141 | 4.447321 | 1.000 | 0.080 | 5.191785e-137 | 5 | COL3A1 |
| 109 | 3.359513e-140 | 4.470877 | 1.000 | 0.083 | 6.579942e-136 | 5 | COL1A2 |
| 110 | 3.219842e-133 | 4.630486 | 1.000 | 0.094 | 6.306383e-129 | 5 | COL1A1 |
| 111 | 1.341655e-132 | 2.319500 | 0.940 | 0.067 | 2.627766e-128 | 5 | MMP2 |
| 112 | 2.662249e-131 | 2.228258 | 0.860 | 0.047 | 5.214282e-127 | 5 | SERPINF1 |
| 113 | 3.421410e-125 | 2.768697 | 1.000 | 0.103 | 6.701174e-121 | 5 | COL6A2 |
| 114 | 1.236855e-124 | 2.896351 | 0.580 | 0.003 | 2.422504e-120 | 5 | SFRP2 |
| 115 | 8.297711e-121 | 2.231892 | 0.860 | 0.056 | 1.625190e-116 | 5 | C1R |
| 116 | 6.977127e-120 | 2.842561 | 0.870 | 0.060 | 1.366540e-115 | 5 | C3 |
| 117 | 9.631335e-95 | 2.960779 | 0.550 | 0.016 | 1.886393e-90 | 5 | C7 |
| 118 | 3.891156e-93 | 2.501552 | 0.880 | 0.109 | 7.621218e-89 | 5 | MGP |
| 119 | 7.124643e-90 | 2.464704 | 0.400 | 0.000 | 1.395433e-85 | 5 | SFRP4 |
| 120 | 1.626666e-185 | 1.946873 | 0.837 | 0.002 | 3.185988e-181 | 6 | S100A1 |
| 121 | 2.596331e-174 | 2.025937 | 0.791 | 0.002 | 5.085175e-170 | 6 | SLC34A2 |
| 122 | 9.244625e-174 | 3.018178 | 0.860 | 0.006 | 1.810652e-169 | 6 | WFDC2 |
| 123 | 2.044720e-173 | 2.432785 | 0.907 | 0.009 | 4.004788e-169 | 6 | C19orf33 |
| 124 | 4.313588e-170 | 2.285070 | 0.884 | 0.008 | 8.448593e-166 | 6 | MUC16 |
| 125 | 2.101514e-165 | 2.177058 | 0.791 | 0.004 | 4.116025e-161 | 6 | EPCAM |
| 126 | 7.407932e-158 | 2.511938 | 0.884 | 0.012 | 1.450918e-153 | 6 | SLPI |
| 127 | 3.583323e-144 | 1.875876 | 0.721 | 0.005 | 7.018297e-140 | 6 | MT1G |
| 128 | 2.156598e-143 | 1.934885 | 0.698 | 0.004 | 4.223912e-139 | 6 | ELF3 |
| 129 | 1.302241e-139 | 2.115636 | 0.791 | 0.011 | 2.550569e-135 | 6 | MSLN |
| 130 | 5.498835e-130 | 1.751750 | 0.721 | 0.009 | 1.077002e-125 | 6 | CP |
| 131 | 2.058410e-120 | 2.348165 | 0.884 | 0.026 | 4.031603e-116 | 6 | CD24 |
| 132 | 1.320323e-119 | 2.407645 | 0.558 | 0.002 | 2.585984e-115 | 6 | MMP7 |
| 133 | 5.719136e-115 | 2.491437 | 0.884 | 0.031 | 1.120150e-110 | 6 | CDKN2A |
| 134 | 2.090291e-76 | 1.757802 | 0.837 | 0.054 | 4.094043e-72 | 6 | RBP1 |
| 135 | 2.352068e-71 | 2.042908 | 0.884 | 0.074 | 4.606761e-67 | 6 | SPINT2 |
| 136 | 1.141395e-67 | 2.159576 | 0.698 | 0.039 | 2.235537e-63 | 6 | GPX3 |
| 137 | 1.051453e-45 | 1.809198 | 0.884 | 0.127 | 2.059376e-41 | 6 | BCAM |
| 138 | 5.564578e-42 | 2.264224 | 0.977 | 0.180 | 1.089878e-37 | 6 | CLU |
| 139 | 1.734378e-20 | 2.400303 | 0.977 | 0.832 | 3.396952e-16 | 6 | FTH1 |
| 140 | 1.524147e-110 | 2.545557 | 0.793 | 0.015 | 2.985195e-106 | 7 | RGS5 |
| 141 | 1.076619e-104 | 2.051807 | 0.690 | 0.011 | 2.108666e-100 | 7 | NDUFA4L2 |
| 142 | 6.822749e-103 | 2.636515 | 0.828 | 0.021 | 1.336304e-98 | 7 | CARMN |
| 143 | 4.244684e-94 | 2.209402 | 0.759 | 0.019 | 8.313638e-90 | 7 | NOTCH3 |
| 144 | 8.104119e-84 | 2.140358 | 0.897 | 0.038 | 1.587273e-79 | 7 | PLAC9 |
| 145 | 5.326157e-72 | 3.562863 | 0.931 | 0.056 | 1.043181e-67 | 7 | ACTA2 |
| 146 | 5.638235e-67 | 2.114153 | 0.724 | 0.032 | 1.104305e-62 | 7 | PDGFA |
| 147 | 4.710122e-61 | 2.454251 | 0.897 | 0.064 | 9.225245e-57 | 7 | PDGFRB |
| 148 | 4.168592e-60 | 2.543449 | 0.517 | 0.014 | 8.164603e-56 | 7 | MYH11 |
| 149 | 3.827086e-47 | 3.594864 | 0.897 | 0.096 | 7.495731e-43 | 7 | TAGLN |
| 150 | 1.490459e-39 | 1.970872 | 0.793 | 0.080 | 2.919213e-35 | 7 | MAP1B |
| 151 | 2.210194e-39 | 2.618499 | 0.828 | 0.100 | 4.328885e-35 | 7 | TPM2 |
| 152 | 2.511272e-39 | 2.542450 | 0.828 | 0.100 | 4.918578e-35 | 7 | MYL9 |
| 153 | 2.278355e-29 | 2.589331 | 1.000 | 0.237 | 4.462386e-25 | 7 | CALD1 |
| 154 | 3.639056e-29 | 1.940016 | 0.931 | 0.188 | 7.127454e-25 | 7 | COL18A1 |
| 155 | 2.665398e-28 | 1.978748 | 0.759 | 0.115 | 5.220448e-24 | 7 | PMEPA1 |
| 156 | 1.387894e-27 | 2.359281 | 0.931 | 0.213 | 2.718329e-23 | 7 | TPM1 |
| 157 | 1.536115e-23 | 2.093403 | 0.448 | 0.041 | 3.008636e-19 | 7 | IGFBP5 |
| 158 | 8.361530e-22 | 2.004117 | 0.966 | 0.287 | 1.637689e-17 | 7 | IGFBP7 |
| 159 | 6.850854e-20 | 2.054510 | 0.690 | 0.130 | 1.341808e-15 | 7 | ADIRF |
PATIENT2
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 0.000000e+00 | 2.291196 | 0.738 | 0.087 | 0.000000e+00 | 0 | IL7R |
| 1 | 0.000000e+00 | 2.035523 | 0.882 | 0.114 | 0.000000e+00 | 0 | CD2 |
| 2 | 0.000000e+00 | 1.675889 | 0.990 | 0.603 | 0.000000e+00 | 0 | BTG1 |
| 3 | 0.000000e+00 | 1.660168 | 0.762 | 0.089 | 0.000000e+00 | 0 | CD3D |
| 4 | 0.000000e+00 | 1.645897 | 0.949 | 0.515 | 0.000000e+00 | 0 | TXNIP |
| 5 | 0.000000e+00 | 1.592565 | 0.695 | 0.072 | 0.000000e+00 | 0 | CD3G |
| 6 | 0.000000e+00 | 1.452289 | 0.920 | 0.301 | 0.000000e+00 | 0 | PTPRC |
| 7 | 1.363330e-303 | 1.464128 | 0.915 | 0.423 | 2.897077e-299 | 0 | CXCR4 |
| 8 | 1.495926e-299 | 1.475488 | 0.777 | 0.172 | 3.178844e-295 | 0 | ETS1 |
| 9 | 5.701812e-285 | 1.570222 | 0.631 | 0.073 | 1.211635e-280 | 0 | TRAC |
| 10 | 3.592940e-277 | 1.462713 | 0.632 | 0.081 | 7.634998e-273 | 0 | CD3E |
| 11 | 7.649601e-257 | 1.459407 | 0.726 | 0.176 | 1.625540e-252 | 0 | SLA |
| 12 | 9.391360e-224 | 1.674157 | 0.549 | 0.077 | 1.995664e-219 | 0 | TRBC1 |
| 13 | 1.008076e-209 | 1.462170 | 0.543 | 0.090 | 2.142161e-205 | 0 | GIMAP7 |
| 14 | 1.168091e-198 | 1.406011 | 0.518 | 0.077 | 2.482193e-194 | 0 | TRBC2 |
| 15 | 1.710295e-195 | 1.375436 | 0.587 | 0.149 | 3.634376e-191 | 0 | FYN |
| 16 | 3.509745e-195 | 1.377083 | 0.657 | 0.244 | 7.458207e-191 | 0 | LEPROTL1 |
| 17 | 2.928562e-193 | 1.415161 | 0.722 | 0.314 | 6.223194e-189 | 0 | IL32 |
| 18 | 3.225515e-191 | 1.752027 | 0.446 | 0.046 | 6.854220e-187 | 0 | GZMK |
| 19 | 8.924439e-129 | 1.416923 | 0.359 | 0.053 | 1.896443e-124 | 0 | CD8A |
| 20 | 0.000000e+00 | 2.039420 | 0.888 | 0.129 | 0.000000e+00 | 1 | SOX4 |
| 21 | 0.000000e+00 | 1.974646 | 0.894 | 0.121 | 0.000000e+00 | 1 | CLDN3 |
| 22 | 0.000000e+00 | 1.970159 | 0.762 | 0.069 | 0.000000e+00 | 1 | AKAP12 |
| 23 | 0.000000e+00 | 1.857724 | 0.752 | 0.048 | 0.000000e+00 | 1 | MUC4 |
| 24 | 0.000000e+00 | 1.821210 | 0.829 | 0.049 | 0.000000e+00 | 1 | CLDN4 |
| 25 | 0.000000e+00 | 1.667522 | 0.729 | 0.061 | 0.000000e+00 | 1 | ELF3 |
| 26 | 0.000000e+00 | 1.587733 | 0.762 | 0.073 | 0.000000e+00 | 1 | TACSTD2 |
| 27 | 0.000000e+00 | 1.580437 | 0.756 | 0.060 | 0.000000e+00 | 1 | ITGB8 |
| 28 | 0.000000e+00 | 1.566079 | 0.904 | 0.171 | 0.000000e+00 | 1 | CD24 |
| 29 | 0.000000e+00 | 1.558405 | 0.758 | 0.088 | 0.000000e+00 | 1 | IGFBP3 |
| 30 | 0.000000e+00 | 1.514290 | 0.818 | 0.089 | 0.000000e+00 | 1 | PAX8 |
| 31 | 0.000000e+00 | 1.503988 | 0.861 | 0.143 | 0.000000e+00 | 1 | KRT19 |
| 32 | 0.000000e+00 | 1.447859 | 0.902 | 0.165 | 0.000000e+00 | 1 | KRT18 |
| 33 | 0.000000e+00 | 1.419625 | 0.854 | 0.103 | 0.000000e+00 | 1 | AFDN |
| 34 | 0.000000e+00 | 1.394568 | 0.861 | 0.151 | 0.000000e+00 | 1 | EPCAM |
| 35 | 0.000000e+00 | 1.372322 | 0.813 | 0.096 | 0.000000e+00 | 1 | PPFIBP1 |
| 36 | 1.311327e-252 | 1.405370 | 0.606 | 0.067 | 2.786569e-248 | 1 | ID1 |
| 37 | 7.075589e-212 | 1.385157 | 0.618 | 0.094 | 1.503563e-207 | 1 | KRT17 |
| 38 | 2.488752e-138 | 3.197954 | 0.794 | 0.272 | 5.288598e-134 | 1 | PLCG2 |
| 39 | 7.651999e-96 | 1.971043 | 0.323 | 0.056 | 1.626050e-91 | 1 | MT1G |
| 40 | 0.000000e+00 | 5.596133 | 0.954 | 0.098 | 0.000000e+00 | 2 | IGHG1 |
| 41 | 0.000000e+00 | 4.126280 | 0.956 | 0.040 | 0.000000e+00 | 2 | IGHG3 |
| 42 | 0.000000e+00 | 3.904322 | 0.960 | 0.017 | 0.000000e+00 | 2 | JCHAIN |
| 43 | 0.000000e+00 | 3.274866 | 0.917 | 0.009 | 0.000000e+00 | 2 | IGHG2 |
| 44 | 0.000000e+00 | 2.551312 | 0.988 | 0.051 | 0.000000e+00 | 2 | MZB1 |
| 45 | 0.000000e+00 | 2.235920 | 0.998 | 0.233 | 0.000000e+00 | 2 | XBP1 |
| 46 | 0.000000e+00 | 1.836773 | 0.887 | 0.007 | 0.000000e+00 | 2 | IGHG4 |
| 47 | 0.000000e+00 | 1.566813 | 0.843 | 0.007 | 0.000000e+00 | 2 | IGHGP |
| 48 | 0.000000e+00 | 1.446756 | 0.895 | 0.015 | 0.000000e+00 | 2 | DERL3 |
| 49 | 1.094626e-298 | 2.400628 | 0.450 | 0.005 | 2.326079e-294 | 2 | IGHV1-24 |
| 50 | 1.052285e-295 | 1.246338 | 0.970 | 0.229 | 2.236107e-291 | 2 | PRDX4 |
| 51 | 2.436916e-280 | 1.946948 | 1.000 | 0.623 | 5.178446e-276 | 2 | SSR4 |
| 52 | 1.724792e-276 | 2.913265 | 0.431 | 0.007 | 3.665182e-272 | 2 | IGKV3-11 |
| 53 | 6.805687e-257 | 1.294985 | 0.984 | 0.309 | 1.446209e-252 | 2 | SEC11C |
| 54 | 2.099890e-236 | 3.390110 | 0.419 | 0.012 | 4.462266e-232 | 2 | IGHA1 |
| 55 | 2.088968e-227 | 1.367453 | 0.365 | 0.006 | 4.439056e-223 | 2 | DNAAF1 |
| 56 | 7.504585e-180 | 6.279264 | 0.964 | 0.416 | 1.594724e-175 | 2 | IGKC |
| 57 | 4.535378e-169 | 2.544241 | 0.389 | 0.028 | 9.637678e-165 | 2 | IGHM |
| 58 | 2.770768e-161 | 5.697852 | 0.609 | 0.097 | 5.887882e-157 | 2 | IGLC2 |
| 59 | 1.208947e-118 | 6.178220 | 0.742 | 0.221 | 2.569013e-114 | 2 | IGLC3 |
| 60 | 7.298232e-233 | 1.437336 | 0.869 | 0.181 | 1.550874e-228 | 3 | S100A1 |
| 61 | 2.658260e-232 | 2.012033 | 0.991 | 0.243 | 5.648802e-228 | 3 | WFDC2 |
| 62 | 1.185831e-231 | 2.043459 | 1.000 | 0.831 | 2.519891e-227 | 3 | GAPDH |
| 63 | 9.272330e-221 | 1.960941 | 0.914 | 0.198 | 1.970370e-216 | 3 | MMP7 |
| 64 | 2.263105e-219 | 1.509018 | 0.941 | 0.267 | 4.809098e-215 | 3 | C12orf75 |
| 65 | 2.314091e-218 | 1.760626 | 0.998 | 0.528 | 4.917444e-214 | 3 | GSTP1 |
| 66 | 1.141196e-216 | 1.481053 | 0.968 | 0.299 | 2.425042e-212 | 3 | GLO1 |
| 67 | 7.364387e-212 | 1.366870 | 0.957 | 0.228 | 1.564932e-207 | 3 | C19orf33 |
| 68 | 8.534509e-210 | 1.359856 | 0.950 | 0.259 | 1.813583e-205 | 3 | CDKN2A |
| 69 | 4.865882e-208 | 1.655471 | 0.989 | 0.501 | 1.034000e-203 | 3 | TPI1 |
| 70 | 8.326354e-208 | 1.587950 | 0.971 | 0.273 | 1.769350e-203 | 3 | MDK |
| 71 | 2.813026e-207 | 1.414915 | 0.944 | 0.227 | 5.977681e-203 | 3 | KRT7 |
| 72 | 9.214294e-206 | 1.419866 | 0.928 | 0.229 | 1.958038e-201 | 3 | KRT8 |
| 73 | 2.944954e-202 | 1.390700 | 1.000 | 0.936 | 6.258028e-198 | 3 | RPS19 |
| 74 | 7.213992e-198 | 1.415591 | 0.982 | 0.498 | 1.532973e-193 | 3 | ROMO1 |
| 75 | 8.315779e-186 | 1.834595 | 0.885 | 0.212 | 1.767103e-181 | 3 | SLPI |
| 76 | 6.171803e-185 | 1.488627 | 0.797 | 0.182 | 1.311508e-180 | 3 | IGFBP2 |
| 77 | 4.186850e-179 | 1.433896 | 0.986 | 0.550 | 8.897056e-175 | 3 | ENO1 |
| 78 | 1.096365e-171 | 1.416206 | 0.968 | 0.509 | 2.329776e-167 | 3 | LDHB |
| 79 | 1.748422e-146 | 1.366457 | 0.560 | 0.102 | 3.715396e-142 | 3 | TAGLN |
| 80 | 0.000000e+00 | 2.703552 | 0.532 | 0.007 | 0.000000e+00 | 4 | LYZ |
| 81 | 0.000000e+00 | 2.297281 | 0.577 | 0.008 | 0.000000e+00 | 4 | AIF1 |
| 82 | 2.018095e-293 | 2.503494 | 0.677 | 0.036 | 4.288452e-289 | 4 | TYROBP |
| 83 | 5.138356e-272 | 1.973261 | 0.444 | 0.007 | 1.091901e-267 | 4 | AC020656.1 |
| 84 | 2.001174e-265 | 2.184186 | 0.629 | 0.034 | 4.252494e-261 | 4 | FCER1G |
| 85 | 6.025519e-227 | 2.281612 | 0.790 | 0.094 | 1.280423e-222 | 4 | HLA-DQA1 |
| 86 | 2.332682e-213 | 3.131424 | 0.968 | 0.229 | 4.956950e-209 | 4 | HLA-DRA |
| 87 | 5.205594e-209 | 2.235561 | 0.331 | 0.004 | 1.106189e-204 | 4 | C1QC |
| 88 | 4.926378e-202 | 2.500865 | 0.367 | 0.009 | 1.046855e-197 | 4 | C1QA |
| 89 | 1.168569e-180 | 1.865275 | 0.496 | 0.036 | 2.483210e-176 | 4 | FGL2 |
| 90 | 1.950886e-178 | 2.588874 | 0.339 | 0.009 | 4.145634e-174 | 4 | C1QB |
| 91 | 5.239297e-162 | 2.228002 | 0.323 | 0.010 | 1.113351e-157 | 4 | RNASE1 |
| 92 | 1.811461e-150 | 2.422216 | 0.919 | 0.297 | 3.849354e-146 | 4 | HLA-DRB1 |
| 93 | 1.154250e-147 | 2.655790 | 0.980 | 0.519 | 2.452782e-143 | 4 | CD74 |
| 94 | 7.404078e-147 | 1.954665 | 0.891 | 0.246 | 1.573367e-142 | 4 | HLA-DPB1 |
| 95 | 1.134258e-136 | 2.730097 | 0.359 | 0.022 | 2.410299e-132 | 4 | CXCL10 |
| 96 | 4.678744e-131 | 2.022052 | 0.871 | 0.293 | 9.942331e-127 | 4 | HLA-DPA1 |
| 97 | 2.690707e-58 | 1.945668 | 0.323 | 0.058 | 5.717753e-54 | 4 | APOC1 |
| 98 | 2.694217e-36 | 2.378071 | 0.302 | 0.077 | 5.725211e-32 | 4 | S100A9 |
| 99 | 6.203360e-13 | 2.470181 | 0.339 | 0.199 | 1.318214e-08 | 4 | APOE |
| 100 | 0.000000e+00 | 2.601198 | 0.772 | 0.034 | 0.000000e+00 | 5 | GZMB |
| 101 | 1.205552e-203 | 1.686170 | 0.406 | 0.010 | 2.561799e-199 | 5 | KLRC1 |
| 102 | 1.093829e-202 | 3.387831 | 0.594 | 0.036 | 2.324387e-198 | 5 | GNLY |
| 103 | 1.451430e-180 | 1.968773 | 0.611 | 0.045 | 3.084288e-176 | 5 | KLRD1 |
| 104 | 9.593504e-169 | 1.466149 | 0.389 | 0.013 | 2.038620e-164 | 5 | TRDC |
| 105 | 2.132469e-165 | 1.536818 | 0.594 | 0.047 | 4.531496e-161 | 5 | CTSW |
| 106 | 1.745678e-131 | 1.291955 | 0.400 | 0.024 | 3.709565e-127 | 5 | HOPX |
| 107 | 7.382496e-131 | 1.983661 | 0.806 | 0.139 | 1.568780e-126 | 5 | NKG7 |
| 108 | 3.957218e-119 | 1.424790 | 0.472 | 0.041 | 8.409088e-115 | 5 | XCL2 |
| 109 | 5.918709e-113 | 1.394809 | 0.594 | 0.074 | 1.257726e-108 | 5 | PRF1 |
| 110 | 6.804976e-112 | 1.398928 | 0.389 | 0.029 | 1.446057e-107 | 5 | XCL1 |
| 111 | 6.995738e-95 | 1.638704 | 0.383 | 0.034 | 1.486594e-90 | 5 | CCL3 |
| 112 | 1.165543e-84 | 1.755482 | 0.872 | 0.286 | 2.476779e-80 | 5 | CCL5 |
| 113 | 1.085748e-78 | 1.273696 | 0.672 | 0.142 | 2.307214e-74 | 5 | CD7 |
| 114 | 2.335836e-70 | 1.449247 | 0.789 | 0.212 | 4.963651e-66 | 5 | CCL4 |
| 115 | 1.234270e-62 | 1.197188 | 0.711 | 0.188 | 2.622825e-58 | 5 | GZMA |
| 116 | 5.156028e-54 | 1.540563 | 0.322 | 0.044 | 1.095656e-49 | 5 | CXCL13 |
| 117 | 1.295539e-42 | 1.226787 | 0.472 | 0.133 | 2.753019e-38 | 5 | CLIC3 |
| 118 | 2.714764e-33 | 1.245425 | 0.556 | 0.219 | 5.768873e-29 | 5 | LGALS1 |
| 119 | 2.345447e-21 | 1.527564 | 0.467 | 0.207 | 4.984075e-17 | 5 | AREG |
| 120 | 2.403691e-79 | 1.547266 | 1.000 | 0.880 | 5.107842e-75 | 6 | MT-ATP6 |
| 121 | 7.906462e-74 | 1.554850 | 1.000 | 0.817 | 1.680123e-69 | 6 | MT-CYB |
| 122 | 2.127436e-67 | 1.328970 | 1.000 | 0.892 | 4.520801e-63 | 6 | MT-ND3 |
| 123 | 4.145096e-64 | 1.326016 | 1.000 | 0.863 | 8.808330e-60 | 6 | MT-CO3 |
| 124 | 4.642133e-64 | 1.197494 | 1.000 | 0.908 | 9.864532e-60 | 6 | MT-CO1 |
| 125 | 3.327746e-62 | 1.227177 | 1.000 | 0.838 | 7.071460e-58 | 6 | MT-ND4 |
| 126 | 1.335924e-59 | 1.116764 | 1.000 | 0.895 | 2.838838e-55 | 6 | MT-CO2 |
| 127 | 2.489187e-59 | 1.088372 | 1.000 | 0.866 | 5.289522e-55 | 6 | MT-ND1 |
| 128 | 3.005493e-53 | 0.933402 | 1.000 | 0.850 | 6.386673e-49 | 6 | MT-ND2 |
| 129 | 1.227807e-49 | 0.957598 | 0.987 | 0.727 | 2.609090e-45 | 6 | MT-ND5 |
| 130 | 1.773051e-32 | 0.847379 | 0.866 | 0.532 | 3.767733e-28 | 6 | MT-ND4L |
| 131 | 1.594019e-23 | 0.903972 | 0.638 | 0.275 | 3.387291e-19 | 6 | CD69 |
| 132 | 1.003941e-20 | 1.011479 | 0.268 | 0.065 | 2.133375e-16 | 6 | KLRD1 |
| 133 | 4.911974e-18 | 0.750417 | 0.638 | 0.309 | 1.043794e-13 | 6 | IL7R |
| 134 | 4.820089e-17 | 1.224313 | 0.409 | 0.163 | 1.024269e-12 | 6 | NKG7 |
| 135 | 3.270185e-14 | 0.713880 | 0.732 | 0.551 | 6.949144e-10 | 6 | MTRNR2L12 |
| 136 | 7.138117e-14 | 1.032587 | 0.275 | 0.093 | 1.516850e-09 | 6 | PRF1 |
| 137 | 1.998701e-08 | 0.756138 | 0.463 | 0.326 | 4.247240e-04 | 6 | MT-ND6 |
| 138 | 6.158003e-08 | 0.950137 | 0.376 | 0.214 | 1.308576e-03 | 6 | AREG |
| 139 | 1.346563e-07 | 0.933825 | 0.409 | 0.234 | 2.861445e-03 | 6 | CCL4 |
Project Level
Cell Type Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 0.000000e+00 | 2.674690 | 0.919 | 0.086 | 0.000000e+00 | Plasma.cell | IGHG2 |
| 1 | 0.000000e+00 | 2.548395 | 0.965 | 0.118 | 0.000000e+00 | Plasma.cell | IGHG3 |
| 2 | 0.000000e+00 | 2.428439 | 0.997 | 0.122 | 0.000000e+00 | Plasma.cell | MZB1 |
| 3 | 0.000000e+00 | 2.290171 | 0.869 | 0.082 | 0.000000e+00 | Plasma.cell | IGHGP |
| 4 | 0.000000e+00 | 2.010451 | 0.952 | 0.096 | 0.000000e+00 | Plasma.cell | JCHAIN |
| 5 | 0.000000e+00 | 1.645190 | 0.929 | 0.080 | 0.000000e+00 | Plasma.cell | DERL3 |
| 6 | 0.000000e+00 | 1.487044 | 0.846 | 0.080 | 0.000000e+00 | Plasma.cell | IGHG4 |
| 7 | 2.287114e-307 | 2.436164 | 0.965 | 0.185 | 5.065042e-303 | Plasma.cell | IGHG1 |
| 8 | 8.843548e-263 | 1.883890 | 0.992 | 0.303 | 1.958492e-258 | Plasma.cell | XBP1 |
| 9 | 1.646590e-258 | 1.026812 | 0.751 | 0.095 | 3.646537e-254 | Plasma.cell | CD79A |
| 10 | 3.331018e-243 | 1.227897 | 0.952 | 0.210 | 7.376874e-239 | Plasma.cell | FKBP11 |
| 11 | 1.017824e-209 | 1.908506 | 0.252 | 0.003 | 2.254073e-205 | Plasma.cell | IGHV3-23 |
| 12 | 3.520622e-205 | 1.169144 | 0.940 | 0.284 | 7.796770e-201 | Plasma.cell | PRDX4 |
| 13 | 4.416765e-205 | 1.634411 | 0.992 | 0.627 | 9.781368e-201 | Plasma.cell | SSR4 |
| 14 | 2.156589e-193 | 1.253777 | 0.952 | 0.327 | 4.775982e-189 | Plasma.cell | SEC11C |
| 15 | 1.566225e-178 | 5.830958 | 0.746 | 0.146 | 3.468563e-174 | Plasma.cell | IGLC2 |
| 16 | 2.585513e-152 | 0.988317 | 0.849 | 0.272 | 5.725877e-148 | Plasma.cell | ERLEC1 |
| 17 | 1.737039e-122 | 3.204599 | 0.385 | 0.050 | 3.846847e-118 | Plasma.cell | IGHA1 |
| 18 | 2.627164e-92 | 6.611926 | 0.645 | 0.235 | 5.818117e-88 | Plasma.cell | IGLC3 |
| 19 | 3.528246e-77 | 1.737165 | 0.965 | 0.501 | 7.813653e-73 | Plasma.cell | IGKC |
| 20 | 0.000000e+00 | 3.217851 | 0.790 | 0.011 | 0.000000e+00 | Monocyte | LYZ |
| 21 | 0.000000e+00 | 2.949468 | 0.597 | 0.010 | 0.000000e+00 | Monocyte | C1QA |
| 22 | 0.000000e+00 | 2.863574 | 0.577 | 0.010 | 0.000000e+00 | Monocyte | C1QB |
| 23 | 0.000000e+00 | 2.757375 | 0.710 | 0.014 | 0.000000e+00 | Monocyte | AC020656.1 |
| 24 | 0.000000e+00 | 2.510432 | 0.869 | 0.047 | 0.000000e+00 | Monocyte | TYROBP |
| 25 | 0.000000e+00 | 2.415753 | 0.798 | 0.012 | 0.000000e+00 | Monocyte | AIF1 |
| 26 | 0.000000e+00 | 2.339407 | 0.506 | 0.005 | 0.000000e+00 | Monocyte | C1QC |
| 27 | 0.000000e+00 | 2.318349 | 0.713 | 0.013 | 0.000000e+00 | Monocyte | CD14 |
| 28 | 0.000000e+00 | 2.217288 | 0.730 | 0.008 | 0.000000e+00 | Monocyte | MS4A6A |
| 29 | 0.000000e+00 | 2.183000 | 0.810 | 0.038 | 0.000000e+00 | Monocyte | FCER1G |
| 30 | 5.796392e-260 | 2.858141 | 0.969 | 0.264 | 1.283669e-255 | Monocyte | HLA-DRA |
| 31 | 7.028957e-216 | 2.167746 | 0.935 | 0.320 | 1.556633e-211 | Monocyte | CTSS |
| 32 | 1.622094e-214 | 2.548400 | 0.503 | 0.045 | 3.592289e-210 | Monocyte | RNASE1 |
| 33 | 3.219530e-201 | 2.233611 | 0.949 | 0.430 | 7.129972e-197 | Monocyte | PSAP |
| 34 | 1.269378e-194 | 2.329129 | 0.909 | 0.309 | 2.811164e-190 | Monocyte | HLA-DPA1 |
| 35 | 6.533816e-191 | 2.415659 | 0.989 | 0.557 | 1.446979e-186 | Monocyte | CD74 |
| 36 | 2.380301e-187 | 2.269062 | 0.918 | 0.322 | 5.271414e-183 | Monocyte | HLA-DRB1 |
| 37 | 9.941371e-139 | 2.471916 | 0.452 | 0.064 | 2.201616e-134 | Monocyte | S100A9 |
| 38 | 4.018430e-128 | 2.450037 | 0.290 | 0.023 | 8.899216e-124 | Monocyte | CXCL10 |
| 39 | 3.424123e-55 | 2.179858 | 0.469 | 0.179 | 7.583062e-51 | Monocyte | APOE |
| 40 | 0.000000e+00 | 3.108283 | 0.646 | 0.037 | 0.000000e+00 | T.cell | IL7R |
| 41 | 0.000000e+00 | 2.931924 | 0.666 | 0.052 | 0.000000e+00 | T.cell | CCL5 |
| 42 | 0.000000e+00 | 2.743100 | 0.856 | 0.034 | 0.000000e+00 | T.cell | CD2 |
| 43 | 0.000000e+00 | 2.143100 | 0.702 | 0.029 | 0.000000e+00 | T.cell | CD3D |
| 44 | 0.000000e+00 | 2.113813 | 0.535 | 0.020 | 0.000000e+00 | T.cell | TRBC1 |
| 45 | 0.000000e+00 | 2.040164 | 0.957 | 0.546 | 0.000000e+00 | T.cell | BTG1 |
| 46 | 0.000000e+00 | 2.036676 | 0.479 | 0.021 | 0.000000e+00 | T.cell | GZMA |
| 47 | 0.000000e+00 | 1.992703 | 0.652 | 0.020 | 0.000000e+00 | T.cell | CD3G |
| 48 | 0.000000e+00 | 1.908265 | 0.901 | 0.496 | 0.000000e+00 | T.cell | TXNIP |
| 49 | 0.000000e+00 | 1.884019 | 0.859 | 0.321 | 0.000000e+00 | T.cell | CXCR4 |
| 50 | 0.000000e+00 | 1.866831 | 0.700 | 0.240 | 0.000000e+00 | T.cell | IL32 |
| 51 | 0.000000e+00 | 1.865359 | 0.753 | 0.120 | 0.000000e+00 | T.cell | ETS1 |
| 52 | 0.000000e+00 | 1.860069 | 0.587 | 0.028 | 0.000000e+00 | T.cell | TRAC |
| 53 | 0.000000e+00 | 1.847532 | 0.685 | 0.103 | 0.000000e+00 | T.cell | SLA |
| 54 | 0.000000e+00 | 1.842504 | 0.922 | 0.251 | 0.000000e+00 | T.cell | PTPRC |
| 55 | 0.000000e+00 | 1.774270 | 0.512 | 0.026 | 0.000000e+00 | T.cell | TRBC2 |
| 56 | 0.000000e+00 | 1.750799 | 0.597 | 0.019 | 0.000000e+00 | T.cell | CD3E |
| 57 | 5.479184e-263 | 1.963947 | 0.393 | 0.011 | 1.213420e-258 | T.cell | GZMK |
| 58 | 1.314509e-249 | 2.744678 | 0.474 | 0.066 | 2.911112e-245 | T.cell | CCL4 |
| 59 | 1.001957e-232 | 2.001650 | 0.384 | 0.025 | 2.218935e-228 | T.cell | NKG7 |
| 60 | 0.000000e+00 | 1.901505 | 0.786 | 0.000 | 0.000000e+00 | Dendritic.cell | CLEC4C |
| 61 | 0.000000e+00 | 1.850846 | 0.857 | 0.001 | 0.000000e+00 | Dendritic.cell | LILRA4 |
| 62 | 5.967127e-124 | 2.345081 | 0.429 | 0.003 | 1.321480e-119 | Dendritic.cell | TCL1A |
| 63 | 3.233217e-100 | 2.003845 | 0.786 | 0.017 | 7.160282e-96 | Dendritic.cell | PLD4 |
| 64 | 2.010410e-91 | 2.182896 | 0.857 | 0.022 | 4.452255e-87 | Dendritic.cell | LINC00996 |
| 65 | 1.050792e-69 | 2.775268 | 0.929 | 0.037 | 2.327084e-65 | Dendritic.cell | IRF8 |
| 66 | 2.703036e-55 | 2.262227 | 0.929 | 0.046 | 5.986143e-51 | Dendritic.cell | MPEG1 |
| 67 | 2.818445e-43 | 2.696164 | 1.000 | 0.070 | 6.241728e-39 | Dendritic.cell | GZMB |
| 68 | 4.043580e-35 | 1.790552 | 0.929 | 0.077 | 8.954912e-31 | Dendritic.cell | SLC15A4 |
| 69 | 1.056049e-31 | 2.407407 | 0.929 | 0.088 | 2.338727e-27 | Dendritic.cell | IRF4 |
| 70 | 8.762165e-31 | 2.299084 | 0.857 | 0.077 | 1.940469e-26 | Dendritic.cell | PLAC8 |
| 71 | 3.843492e-25 | 1.808360 | 0.857 | 0.096 | 8.511797e-21 | Dendritic.cell | BCL11A |
| 72 | 2.589669e-21 | 2.974599 | 0.571 | 0.047 | 5.735080e-17 | Dendritic.cell | PTGDS |
| 73 | 2.732324e-20 | 2.282397 | 1.000 | 0.174 | 6.051004e-16 | Dendritic.cell | GPR183 |
| 74 | 8.749452e-20 | 1.954579 | 0.786 | 0.106 | 1.937654e-15 | Dendritic.cell | TSPAN13 |
| 75 | 1.695482e-19 | 2.386989 | 1.000 | 0.192 | 3.754814e-15 | Dendritic.cell | TCF4 |
| 76 | 8.280955e-14 | 1.773480 | 0.857 | 0.190 | 1.833900e-09 | Dendritic.cell | CCDC88A |
| 77 | 2.693525e-11 | 1.953094 | 0.714 | 0.130 | 5.965081e-07 | Dendritic.cell | PRMT9 |
| 78 | 2.061356e-09 | 1.941855 | 1.000 | 0.588 | 4.565079e-05 | Dendritic.cell | CD74 |
| 79 | 1.393719e-06 | 1.832545 | 0.857 | 0.462 | 3.086531e-02 | Dendritic.cell | TXN |
| 80 | 0.000000e+00 | 2.978342 | 0.428 | 0.009 | 0.000000e+00 | B.cell | IGKV3-11 |
| 81 | 0.000000e+00 | 2.235885 | 0.436 | 0.012 | 0.000000e+00 | B.cell | IGHV1-24 |
| 82 | 0.000000e+00 | 1.322899 | 0.810 | 0.078 | 0.000000e+00 | B.cell | CD79A |
| 83 | 9.083494e-278 | 1.218401 | 0.698 | 0.084 | 2.011631e-273 | B.cell | IGHG4 |
| 84 | 1.060027e-259 | 1.373444 | 0.704 | 0.096 | 2.347535e-255 | B.cell | IGHG2 |
| 85 | 1.389021e-254 | 2.110948 | 0.724 | 0.108 | 3.076125e-250 | B.cell | JCHAIN |
| 86 | 2.825601e-236 | 1.853306 | 0.464 | 0.037 | 6.257577e-232 | B.cell | IGHM |
| 87 | 5.714481e-232 | 2.779312 | 0.978 | 0.492 | 1.265529e-227 | B.cell | IGKC |
| 88 | 2.819234e-227 | 1.661483 | 0.730 | 0.131 | 6.243475e-223 | B.cell | IGHG3 |
| 89 | 7.548871e-214 | 2.044464 | 0.795 | 0.191 | 1.671773e-209 | B.cell | IGHG1 |
| 90 | 3.260554e-207 | 0.839186 | 0.540 | 0.063 | 7.220822e-203 | B.cell | FCRL5 |
| 91 | 2.893371e-198 | 1.019215 | 0.367 | 0.024 | 6.407660e-194 | B.cell | TNFRSF13C |
| 92 | 7.373843e-187 | 1.051767 | 0.721 | 0.139 | 1.633011e-182 | B.cell | MZB1 |
| 93 | 5.848368e-170 | 1.582415 | 0.261 | 0.011 | 1.295180e-165 | B.cell | MS4A1 |
| 94 | 3.535579e-156 | 0.904639 | 0.767 | 0.175 | 7.829893e-152 | B.cell | MEF2C |
| 95 | 1.505586e-112 | 0.766768 | 0.635 | 0.179 | 3.334271e-108 | B.cell | BASP1 |
| 96 | 3.358071e-110 | 1.007952 | 0.263 | 0.026 | 7.436784e-106 | B.cell | DNAAF1 |
| 97 | 4.634418e-99 | 1.161930 | 0.719 | 0.323 | 1.026338e-94 | B.cell | XBP1 |
| 98 | 2.388571e-81 | 0.882670 | 0.808 | 0.465 | 5.289730e-77 | B.cell | HERPUD1 |
| 99 | 2.091272e-78 | 1.106643 | 0.803 | 0.642 | 4.631331e-74 | B.cell | SSR4 |
| 100 | 0.000000e+00 | 4.582071 | 1.000 | 0.001 | 0.000000e+00 | Mast.cell | TPSAB1 |
| 101 | 0.000000e+00 | 3.877009 | 1.000 | 0.001 | 0.000000e+00 | Mast.cell | TPSB2 |
| 102 | 0.000000e+00 | 3.806785 | 1.000 | 0.000 | 0.000000e+00 | Mast.cell | CPA3 |
| 103 | 0.000000e+00 | 2.914986 | 1.000 | 0.000 | 0.000000e+00 | Mast.cell | MS4A2 |
| 104 | 0.000000e+00 | 1.954221 | 0.500 | 0.000 | 0.000000e+00 | Mast.cell | HDC |
| 105 | 0.000000e+00 | 1.879394 | 0.600 | 0.000 | 0.000000e+00 | Mast.cell | SLC18A2 |
| 106 | 2.708607e-275 | 1.762342 | 0.700 | 0.002 | 5.998481e-271 | Mast.cell | IL1RL1 |
| 107 | 8.375732e-232 | 2.446513 | 0.800 | 0.004 | 1.854890e-227 | Mast.cell | HPGDS |
| 108 | 2.795320e-116 | 3.062042 | 0.400 | 0.002 | 6.190517e-112 | Mast.cell | CTSG |
| 109 | 1.336842e-90 | 1.980649 | 0.400 | 0.003 | 2.960569e-86 | Mast.cell | KIT |
| 110 | 8.445914e-36 | 2.385426 | 0.900 | 0.052 | 1.870432e-31 | Mast.cell | RHEX |
| 111 | 2.762328e-31 | 2.276707 | 0.800 | 0.046 | 6.117452e-27 | Mast.cell | LTC4S |
| 112 | 3.842732e-13 | 2.474078 | 0.300 | 0.015 | 8.510114e-09 | Mast.cell | HPGD |
| 113 | 6.607094e-10 | 2.010808 | 0.600 | 0.086 | 1.463207e-05 | Mast.cell | EGR1 |
| 114 | 1.139440e-09 | 1.747879 | 0.600 | 0.091 | 2.523404e-05 | Mast.cell | BMP2K |
| 115 | 1.065012e-08 | 2.135230 | 0.900 | 0.253 | 2.358575e-04 | Mast.cell | CD69 |
| 116 | 2.436962e-06 | 1.848910 | 0.800 | 0.302 | 5.396895e-02 | Mast.cell | LMO4 |
| 117 | 1.013020e-04 | 2.272498 | 0.600 | 0.188 | 1.000000e+00 | Mast.cell | AREG |
| 118 | 1.549851e-04 | 1.764209 | 0.700 | 0.341 | 1.000000e+00 | Mast.cell | PPP1R15A |
| 119 | 1.642752e-03 | 1.727898 | 0.500 | 0.179 | 1.000000e+00 | Mast.cell | GADD45B |
| 120 | 0.000000e+00 | 3.612032 | 0.945 | 0.009 | 0.000000e+00 | Endothelial.cell | VWF |
| 121 | 0.000000e+00 | 3.219993 | 0.945 | 0.033 | 0.000000e+00 | Endothelial.cell | SPARCL1 |
| 122 | 0.000000e+00 | 3.148518 | 0.577 | 0.008 | 0.000000e+00 | Endothelial.cell | FABP4 |
| 123 | 0.000000e+00 | 3.087788 | 0.933 | 0.057 | 0.000000e+00 | Endothelial.cell | A2M |
| 124 | 0.000000e+00 | 2.775750 | 0.810 | 0.015 | 0.000000e+00 | Endothelial.cell | AQP1 |
| 125 | 0.000000e+00 | 2.694803 | 0.871 | 0.043 | 0.000000e+00 | Endothelial.cell | ENG |
| 126 | 0.000000e+00 | 2.579460 | 0.503 | 0.002 | 0.000000e+00 | Endothelial.cell | ACKR1 |
| 127 | 0.000000e+00 | 2.567179 | 0.902 | 0.043 | 0.000000e+00 | Endothelial.cell | EGFL7 |
| 128 | 0.000000e+00 | 2.550154 | 0.712 | 0.004 | 0.000000e+00 | Endothelial.cell | COL15A1 |
| 129 | 0.000000e+00 | 2.355471 | 0.847 | 0.014 | 0.000000e+00 | Endothelial.cell | CD34 |
| 130 | 0.000000e+00 | 2.307173 | 0.564 | 0.013 | 0.000000e+00 | Endothelial.cell | CLDN5 |
| 131 | 0.000000e+00 | 2.286874 | 0.810 | 0.042 | 0.000000e+00 | Endothelial.cell | SPARC |
| 132 | 0.000000e+00 | 2.264955 | 0.810 | 0.001 | 0.000000e+00 | Endothelial.cell | CLEC14A |
| 133 | 0.000000e+00 | 2.210030 | 0.693 | 0.005 | 0.000000e+00 | Endothelial.cell | PLVAP |
| 134 | 1.180073e-271 | 3.073876 | 0.951 | 0.099 | 2.613390e-267 | Endothelial.cell | HSPG2 |
| 135 | 1.645477e-229 | 2.609952 | 0.951 | 0.125 | 3.644074e-225 | Endothelial.cell | PECAM1 |
| 136 | 1.862517e-197 | 3.146641 | 0.933 | 0.141 | 4.124730e-193 | Endothelial.cell | IGFBP7 |
| 137 | 1.946650e-157 | 2.974384 | 0.859 | 0.151 | 4.311052e-153 | Endothelial.cell | COL4A1 |
| 138 | 2.104511e-133 | 2.517474 | 0.785 | 0.149 | 4.660651e-129 | Endothelial.cell | CAV1 |
| 139 | 2.478821e-119 | 2.350341 | 0.779 | 0.160 | 5.489596e-115 | Endothelial.cell | COL4A2 |
| 140 | 0.000000e+00 | 5.303753 | 0.965 | 0.035 | 0.000000e+00 | Fibroblast | COL1A1 |
| 141 | 0.000000e+00 | 4.944681 | 0.958 | 0.013 | 0.000000e+00 | Fibroblast | COL3A1 |
| 142 | 0.000000e+00 | 4.904891 | 0.972 | 0.021 | 0.000000e+00 | Fibroblast | COL1A2 |
| 143 | 0.000000e+00 | 3.692744 | 0.782 | 0.003 | 0.000000e+00 | Fibroblast | DCN |
| 144 | 0.000000e+00 | 3.608571 | 0.810 | 0.036 | 0.000000e+00 | Fibroblast | CCDC80 |
| 145 | 0.000000e+00 | 3.180768 | 0.817 | 0.027 | 0.000000e+00 | Fibroblast | MGP |
| 146 | 0.000000e+00 | 3.164980 | 0.972 | 0.069 | 0.000000e+00 | Fibroblast | COL6A2 |
| 147 | 0.000000e+00 | 3.050403 | 0.711 | 0.003 | 0.000000e+00 | Fibroblast | LUM |
| 148 | 0.000000e+00 | 2.948451 | 0.958 | 0.041 | 0.000000e+00 | Fibroblast | SPARC |
| 149 | 0.000000e+00 | 2.819481 | 0.775 | 0.008 | 0.000000e+00 | Fibroblast | COL6A3 |
| 150 | 0.000000e+00 | 2.695115 | 0.408 | 0.003 | 0.000000e+00 | Fibroblast | C7 |
| 151 | 0.000000e+00 | 2.591463 | 0.423 | 0.001 | 0.000000e+00 | Fibroblast | SFRP2 |
| 152 | 0.000000e+00 | 2.493010 | 0.923 | 0.038 | 0.000000e+00 | Fibroblast | SPARCL1 |
| 153 | 0.000000e+00 | 2.278685 | 0.718 | 0.016 | 0.000000e+00 | Fibroblast | MMP2 |
| 154 | 2.739688e-279 | 2.956295 | 0.930 | 0.075 | 6.067312e-275 | Fibroblast | COL6A1 |
| 155 | 4.629681e-173 | 2.656972 | 0.768 | 0.086 | 1.025289e-168 | Fibroblast | FBLN1 |
| 156 | 5.276213e-161 | 2.584274 | 0.986 | 0.194 | 1.168470e-156 | Fibroblast | CALD1 |
| 157 | 1.001618e-102 | 2.329021 | 0.880 | 0.231 | 2.218184e-98 | Fibroblast | TIMP1 |
| 158 | 2.165322e-102 | 2.655018 | 0.690 | 0.123 | 4.795322e-98 | Fibroblast | C3 |
| 159 | 4.773170e-82 | 2.226566 | 0.845 | 0.274 | 1.057066e-77 | Fibroblast | LGALS1 |
| 160 | 0.000000e+00 | 4.052812 | 0.963 | 0.006 | 0.000000e+00 | Ovarian.cancer.cell | WFDC2 |
| 161 | 0.000000e+00 | 3.497681 | 0.823 | 0.002 | 0.000000e+00 | Ovarian.cancer.cell | MMP7 |
| 162 | 0.000000e+00 | 2.940807 | 0.848 | 0.009 | 0.000000e+00 | Ovarian.cancer.cell | SLPI |
| 163 | 0.000000e+00 | 2.809882 | 0.907 | 0.003 | 0.000000e+00 | Ovarian.cancer.cell | KRT7 |
| 164 | 0.000000e+00 | 2.688646 | 0.922 | 0.018 | 0.000000e+00 | Ovarian.cancer.cell | CD24 |
| 165 | 0.000000e+00 | 2.560454 | 0.923 | 0.004 | 0.000000e+00 | Ovarian.cancer.cell | C19orf33 |
| 166 | 0.000000e+00 | 2.552963 | 0.992 | 0.748 | 0.000000e+00 | Ovarian.cancer.cell | GAPDH |
| 167 | 0.000000e+00 | 2.439130 | 0.871 | 0.003 | 0.000000e+00 | Ovarian.cancer.cell | EPCAM |
| 168 | 0.000000e+00 | 2.433767 | 0.841 | 0.015 | 0.000000e+00 | Ovarian.cancer.cell | KRT19 |
| 169 | 0.000000e+00 | 2.359114 | 0.887 | 0.029 | 0.000000e+00 | Ovarian.cancer.cell | KRT18 |
| 170 | 0.000000e+00 | 2.339751 | 0.902 | 0.088 | 0.000000e+00 | Ovarian.cancer.cell | SPINT2 |
| 171 | 0.000000e+00 | 2.308219 | 0.912 | 0.087 | 0.000000e+00 | Ovarian.cancer.cell | MDK |
| 172 | 0.000000e+00 | 2.271744 | 0.817 | 0.003 | 0.000000e+00 | Ovarian.cancer.cell | CLDN3 |
| 173 | 0.000000e+00 | 2.224701 | 0.920 | 0.040 | 0.000000e+00 | Ovarian.cancer.cell | CDKN2A |
| 174 | 0.000000e+00 | 2.183538 | 0.903 | 0.114 | 0.000000e+00 | Ovarian.cancer.cell | GLO1 |
| 175 | 0.000000e+00 | 2.161995 | 0.899 | 0.023 | 0.000000e+00 | Ovarian.cancer.cell | KRT8 |
| 176 | 0.000000e+00 | 2.078171 | 0.943 | 0.427 | 0.000000e+00 | Ovarian.cancer.cell | GSTP1 |
| 177 | 0.000000e+00 | 1.995567 | 0.952 | 0.241 | 0.000000e+00 | Ovarian.cancer.cell | MTCH1 |
| 178 | 0.000000e+00 | 1.993618 | 0.581 | 0.001 | 0.000000e+00 | Ovarian.cancer.cell | KRT17 |
| 179 | 0.000000e+00 | 1.947691 | 0.941 | 0.356 | 0.000000e+00 | Ovarian.cancer.cell | TPI1 |
Cell Type
B-cell
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 1.686776e-34 | 0.706326 | 1.000 | 0.969 | 3.735533e-30 | 0 | IGKC |
| 1 | 5.943530e-19 | 0.551291 | 1.000 | 0.717 | 1.316254e-14 | 0 | SSR4 |
| 2 | 2.037374e-15 | 0.818085 | 0.711 | 0.302 | 4.511969e-11 | 0 | IGKV3-11 |
| 3 | 5.961873e-14 | 0.447104 | 0.979 | 0.558 | 1.320316e-09 | 0 | ITM2C |
| 4 | 7.907461e-14 | 0.506131 | 0.979 | 0.620 | 1.751186e-09 | 0 | IGHG3 |
| 5 | 1.091119e-13 | 0.595055 | 0.986 | 0.710 | 2.416392e-09 | 0 | IGHG1 |
| 6 | 1.647426e-13 | 0.488759 | 0.880 | 0.483 | 3.648390e-09 | 0 | IFI27 |
| 7 | 2.065240e-13 | 0.429868 | 0.993 | 0.598 | 4.573681e-09 | 0 | XBP1 |
| 8 | 5.733713e-13 | 0.445307 | 1.000 | 0.598 | 1.269788e-08 | 0 | MZB1 |
| 9 | 4.648785e-12 | 0.312734 | 0.979 | 0.611 | 1.029520e-07 | 0 | JCHAIN |
| 10 | 8.122534e-12 | 0.411116 | 0.972 | 0.558 | 1.798816e-07 | 0 | PRDX4 |
| 11 | 2.101004e-11 | 0.547999 | 0.690 | 0.324 | 4.652882e-07 | 0 | IGHV1-24 |
| 12 | 3.434599e-11 | 0.289843 | 0.937 | 0.592 | 7.606263e-07 | 0 | IGHG4 |
| 13 | 2.033623e-10 | 0.320652 | 0.951 | 0.539 | 4.503661e-06 | 0 | FKBP11 |
| 14 | 1.140962e-08 | 0.297976 | 0.958 | 0.698 | 2.526774e-04 | 0 | IFI6 |
| 15 | 1.486213e-08 | 0.253588 | 0.796 | 0.467 | 3.291368e-04 | 0 | PRDM1 |
| 16 | 1.519887e-08 | 0.267483 | 0.894 | 0.498 | 3.365941e-04 | 0 | DERL3 |
| 17 | 3.243440e-08 | 0.302603 | 0.986 | 0.611 | 7.182922e-04 | 0 | SEC11C |
| 18 | 2.420898e-07 | 0.254445 | 0.915 | 0.561 | 5.361321e-03 | 0 | FKBP2 |
| 19 | 3.761997e-17 | 0.531297 | 0.981 | 0.553 | 8.331319e-13 | 1 | TENT5C |
| 20 | 4.452833e-15 | 0.618469 | 1.000 | 0.637 | 9.861244e-11 | 1 | XBP1 |
| 21 | 7.616366e-15 | 0.633262 | 0.905 | 0.497 | 1.686720e-10 | 1 | ANKRD28 |
| 22 | 2.714719e-14 | 0.574542 | 1.000 | 0.751 | 6.012016e-10 | 1 | HERPUD1 |
| 23 | 8.811754e-14 | 0.683448 | 0.952 | 0.648 | 1.951451e-09 | 1 | RGS1 |
| 24 | 2.065005e-13 | 0.502956 | 0.581 | 0.229 | 4.573159e-09 | 1 | CEP128 |
| 25 | 1.225519e-12 | 0.492876 | 0.848 | 0.458 | 2.714034e-08 | 1 | DUSP5 |
| 26 | 2.520611e-12 | 0.507535 | 0.895 | 0.567 | 5.582144e-08 | 1 | CD38 |
| 27 | 6.620819e-12 | 0.594386 | 1.000 | 0.737 | 1.466247e-07 | 1 | HSP90B1 |
| 28 | 7.857804e-12 | 0.548940 | 1.000 | 0.640 | 1.740189e-07 | 1 | MZB1 |
| 29 | 1.080017e-11 | 0.516513 | 0.962 | 0.651 | 2.391805e-07 | 1 | PPIB |
| 30 | 1.613904e-11 | 0.587214 | 0.990 | 0.743 | 3.574152e-07 | 1 | BTG2 |
| 31 | 3.975847e-10 | 0.731587 | 0.838 | 0.536 | 8.804911e-06 | 1 | IFI27 |
| 32 | 1.284407e-09 | 0.685993 | 0.981 | 0.648 | 2.844448e-05 | 1 | JCHAIN |
| 33 | 3.752606e-09 | 0.594652 | 0.943 | 0.729 | 8.310522e-05 | 1 | IFI6 |
| 34 | 7.583540e-09 | 0.744472 | 0.895 | 0.606 | 1.679451e-04 | 1 | JUN |
| 35 | 8.135711e-09 | 0.931761 | 0.476 | 0.201 | 1.801735e-04 | 1 | DNAAF1 |
| 36 | 8.579877e-09 | 0.652514 | 0.857 | 0.561 | 1.900099e-04 | 1 | NFKBIA |
| 37 | 3.902604e-08 | 0.489759 | 0.876 | 0.592 | 8.642706e-04 | 1 | RRBP1 |
| 38 | 1.313818e-06 | 0.515108 | 0.648 | 0.372 | 2.909582e-02 | 1 | ZFP36 |
| 39 | 6.961778e-45 | 1.577603 | 1.000 | 0.965 | 1.541755e-40 | 2 | RPL32 |
| 40 | 9.530631e-45 | 1.675012 | 0.989 | 0.965 | 2.110654e-40 | 2 | RPL30 |
| 41 | 5.043881e-44 | 1.754034 | 1.000 | 0.989 | 1.117018e-39 | 2 | RPS27 |
| 42 | 2.178105e-42 | 1.629310 | 1.000 | 0.989 | 4.823632e-38 | 2 | RPS29 |
| 43 | 2.234141e-42 | 1.643633 | 0.989 | 0.957 | 4.947729e-38 | 2 | RPLP2 |
| 44 | 5.672910e-42 | 1.698868 | 1.000 | 0.336 | 1.256323e-37 | 2 | HLA-DRA |
| 45 | 6.515390e-42 | 1.697845 | 0.978 | 0.911 | 1.442898e-37 | 2 | RPL38 |
| 46 | 2.004909e-41 | 1.577687 | 0.824 | 0.142 | 4.440072e-37 | 2 | HLA-DQA1 |
| 47 | 3.467828e-41 | 1.547253 | 1.000 | 0.952 | 7.679853e-37 | 2 | RPS23 |
| 48 | 1.192651e-40 | 2.241705 | 0.956 | 0.688 | 2.641245e-36 | 2 | BTG1 |
| 49 | 3.045780e-38 | 1.707857 | 0.923 | 0.296 | 6.745185e-34 | 2 | HLA-DRB1 |
| 50 | 1.555791e-36 | 1.814336 | 0.956 | 0.702 | 3.445455e-32 | 2 | CXCR4 |
| 51 | 1.099437e-32 | 1.812542 | 0.967 | 0.777 | 2.434813e-28 | 2 | TXNIP |
| 52 | 1.852332e-31 | 1.881576 | 0.824 | 0.352 | 4.102174e-27 | 2 | CD37 |
| 53 | 5.875714e-31 | 1.877251 | 0.648 | 0.148 | 1.301236e-26 | 2 | VPREB3 |
| 54 | 4.288547e-25 | 1.604690 | 0.396 | 0.035 | 9.497417e-21 | 2 | IFIT2 |
| 55 | 2.861301e-24 | 1.694809 | 0.560 | 0.118 | 6.336637e-20 | 2 | CD69 |
| 56 | 4.312681e-23 | 1.560631 | 0.615 | 0.185 | 9.550864e-19 | 2 | TRIM22 |
| 57 | 7.169604e-18 | 1.577779 | 0.637 | 0.301 | 1.587781e-13 | 2 | TNFRSF13C |
| 58 | 4.630724e-17 | 1.607544 | 0.593 | 0.261 | 1.025520e-12 | 2 | IFITM2 |
| 59 | 7.842567e-15 | 1.137239 | 0.958 | 0.658 | 1.736815e-10 | 3 | IGHG2 |
| 60 | 8.350033e-15 | 0.679229 | 0.958 | 0.765 | 1.849198e-10 | 3 | IGHG1 |
| 61 | 8.604989e-14 | 0.694096 | 0.944 | 0.622 | 1.905661e-09 | 3 | JUN |
| 62 | 1.016864e-13 | 0.571230 | 0.958 | 0.689 | 2.251946e-09 | 3 | IGHG3 |
| 63 | 2.105211e-11 | 0.654289 | 0.676 | 0.304 | 4.662200e-07 | 3 | IGLV3-1 |
| 64 | 4.028393e-11 | 0.547931 | 0.986 | 0.564 | 8.921280e-07 | 3 | NFKBIA |
| 65 | 5.372683e-11 | 0.485243 | 0.958 | 0.607 | 1.189834e-06 | 3 | FOSB |
| 66 | 1.162150e-10 | 0.512571 | 0.930 | 0.528 | 2.573696e-06 | 3 | ANKRD28 |
| 67 | 1.803110e-10 | 0.481446 | 1.000 | 0.768 | 3.993167e-06 | 3 | SSR4 |
| 68 | 1.862193e-10 | 0.511923 | 1.000 | 0.974 | 4.124012e-06 | 3 | IGKC |
| 69 | 4.658326e-09 | 0.644647 | 0.718 | 0.365 | 1.031633e-04 | 3 | CYTOR |
| 70 | 2.059572e-08 | 0.679270 | 0.761 | 0.393 | 4.561128e-04 | 3 | IER2 |
| 71 | 2.800799e-07 | 0.861363 | 0.873 | 0.564 | 6.202650e-03 | 3 | IGHGP |
| 72 | 5.642314e-07 | 0.537263 | 0.986 | 0.676 | 1.249547e-02 | 3 | JCHAIN |
| 73 | 6.596225e-07 | 0.561082 | 0.930 | 0.656 | 1.460800e-02 | 3 | IGHG4 |
| 74 | 1.338946e-06 | 0.494438 | 0.423 | 0.161 | 2.965229e-02 | 3 | ATF3 |
| 75 | 7.546897e-06 | 0.601051 | 0.676 | 0.393 | 1.671336e-01 | 3 | IGHV1-24 |
| 76 | 1.830121e-04 | 0.446440 | 0.986 | 0.765 | 1.000000e+00 | 3 | BTG2 |
| 77 | 8.145419e-04 | 0.451019 | 0.648 | 0.388 | 1.000000e+00 | 3 | IGKV3-11 |
| 78 | 2.430567e-03 | 0.470787 | 0.634 | 0.452 | 1.000000e+00 | 3 | AREG |
| 79 | 6.513274e-41 | 2.240652 | 0.815 | 0.103 | 1.442430e-36 | 4 | LTB |
| 80 | 1.529305e-30 | 1.719377 | 0.870 | 0.181 | 3.386799e-26 | 4 | MS4A1 |
| 81 | 2.878635e-30 | 1.720138 | 0.778 | 0.159 | 6.375025e-26 | 4 | LCP1 |
| 82 | 3.883265e-28 | 2.043709 | 1.000 | 0.775 | 8.599879e-24 | 4 | ACTB |
| 83 | 7.045720e-27 | 1.522645 | 0.926 | 0.257 | 1.560345e-22 | 4 | HLA-DPB1 |
| 84 | 7.976431e-26 | 1.656953 | 1.000 | 0.941 | 1.766460e-21 | 4 | CD74 |
| 85 | 8.543102e-26 | 2.013869 | 0.944 | 0.523 | 1.891955e-21 | 4 | HLA-DPA1 |
| 86 | 4.584572e-25 | 2.000967 | 1.000 | 0.978 | 1.015299e-20 | 4 | MT-CO3 |
| 87 | 1.788675e-23 | 1.582539 | 1.000 | 0.995 | 3.961199e-19 | 4 | MT-CO2 |
| 88 | 4.429927e-23 | 1.741096 | 1.000 | 0.988 | 9.810517e-19 | 4 | MT-CO1 |
| 89 | 8.978685e-23 | 1.515882 | 0.963 | 0.401 | 1.988420e-18 | 4 | HLA-DRA |
| 90 | 1.237477e-22 | 1.720432 | 1.000 | 0.983 | 2.740516e-18 | 4 | MT-ATP6 |
| 91 | 1.807630e-21 | 1.499003 | 0.889 | 0.433 | 4.003178e-17 | 4 | PTPRC |
| 92 | 1.879343e-21 | 1.554018 | 0.870 | 0.374 | 4.161993e-17 | 4 | HLA-DQB1 |
| 93 | 5.845108e-20 | 1.551354 | 0.981 | 0.978 | 1.294458e-15 | 4 | MT-ND4 |
| 94 | 2.212288e-15 | 1.872194 | 0.815 | 0.575 | 4.899333e-11 | 4 | ITGB1 |
| 95 | 3.191294e-15 | 1.810414 | 0.815 | 0.577 | 7.067439e-11 | 4 | ACTG1 |
| 96 | 1.489755e-14 | 1.535755 | 0.704 | 0.340 | 3.299211e-10 | 4 | POU2F2 |
| 97 | 2.916576e-12 | 2.689747 | 0.741 | 0.474 | 6.459049e-08 | 4 | PLCG2 |
| 98 | 1.167544e-07 | 1.509384 | 0.259 | 0.061 | 2.585644e-03 | 4 | MIR155HG |
Endothelial-cell
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 1.801466e-26 | 1.443674 | 1.000 | 0.838 | 3.989528e-22 | 0 | RPS28 |
| 1 | 6.327663e-25 | 1.548753 | 1.000 | 0.588 | 1.401324e-20 | 0 | RPL41 |
| 2 | 2.245890e-23 | 1.399283 | 1.000 | 0.612 | 4.973749e-19 | 0 | RPLP1 |
| 3 | 2.347039e-23 | 1.607706 | 0.976 | 0.412 | 5.197751e-19 | 0 | RPL30 |
| 4 | 3.938832e-23 | 1.812968 | 0.964 | 0.200 | 8.722937e-19 | 0 | RPS13 |
| 5 | 6.184706e-23 | 1.592143 | 0.988 | 0.462 | 1.369665e-18 | 0 | RPS4X |
| 6 | 7.257837e-23 | 1.635448 | 0.988 | 0.438 | 1.607321e-18 | 0 | RPL39 |
| 7 | 8.084042e-23 | 1.444296 | 1.000 | 0.750 | 1.790292e-18 | 0 | RPL10 |
| 8 | 9.961047e-23 | 1.636462 | 0.976 | 0.450 | 2.205974e-18 | 0 | RPS12 |
| 9 | 2.058981e-22 | 1.506575 | 0.988 | 0.512 | 4.559819e-18 | 0 | RPL36 |
| 10 | 3.656061e-22 | 1.412072 | 1.000 | 0.500 | 8.096712e-18 | 0 | RPS3 |
| 11 | 6.916286e-22 | 1.499274 | 0.988 | 0.425 | 1.531681e-17 | 0 | RPS15A |
| 12 | 1.397217e-21 | 1.398284 | 1.000 | 0.712 | 3.094278e-17 | 0 | RPS18 |
| 13 | 1.464414e-21 | 1.641055 | 0.940 | 0.250 | 3.243091e-17 | 0 | RPL26 |
| 14 | 3.873394e-21 | 1.561772 | 0.988 | 0.362 | 8.578019e-17 | 0 | RPL29 |
| 15 | 4.720720e-21 | 1.503590 | 1.000 | 0.362 | 1.045451e-16 | 0 | RPL35A |
| 16 | 8.468019e-21 | 1.507756 | 0.976 | 0.612 | 1.875328e-16 | 0 | RPL34 |
| 17 | 2.858599e-19 | 1.429963 | 1.000 | 0.650 | 6.330653e-15 | 0 | RPL32 |
| 18 | 1.738321e-07 | 1.436067 | 0.699 | 0.225 | 3.849686e-03 | 0 | MGP |
| 19 | 4.129932e-06 | 1.509046 | 0.723 | 0.425 | 9.146147e-02 | 0 | FABP4 |
| 20 | 7.948592e-16 | 0.807396 | 1.000 | 1.000 | 1.760295e-11 | 1 | MT-ND3 |
| 21 | 4.992188e-13 | 1.201218 | 0.950 | 0.952 | 1.105570e-08 | 1 | NEAT1 |
| 22 | 3.118551e-11 | 0.702526 | 0.988 | 0.976 | 6.906343e-07 | 1 | MT-ND5 |
| 23 | 4.123039e-11 | 1.148848 | 0.875 | 0.892 | 9.130883e-07 | 1 | XIST |
| 24 | 9.588669e-11 | 0.829184 | 0.975 | 0.964 | 2.123507e-06 | 1 | MTRNR2L12 |
| 25 | 1.803771e-07 | 1.066268 | 0.762 | 0.699 | 3.994630e-03 | 1 | LAMB1 |
| 26 | 1.020010e-04 | 0.713567 | 0.712 | 0.663 | 1.000000e+00 | 1 | PLXND1 |
| 27 | 1.946204e-04 | 0.727838 | 0.600 | 0.470 | 1.000000e+00 | 1 | FLNB |
| 28 | 2.866860e-04 | 0.870655 | 0.612 | 0.566 | 1.000000e+00 | 1 | CFLAR |
| 29 | 3.274126e-04 | 0.792694 | 0.675 | 0.578 | 1.000000e+00 | 1 | NKTR |
| 30 | 6.176386e-04 | 0.662747 | 0.688 | 0.675 | 1.000000e+00 | 1 | ROBO4 |
| 31 | 7.614619e-04 | 0.724258 | 0.588 | 0.518 | 1.000000e+00 | 1 | ATRX |
| 32 | 8.591192e-04 | 0.862342 | 0.475 | 0.337 | 1.000000e+00 | 1 | ZNF638 |
| 33 | 1.676264e-03 | 0.823444 | 0.488 | 0.361 | 1.000000e+00 | 1 | CCNL2 |
| 34 | 2.479554e-03 | 0.880563 | 0.438 | 0.313 | 1.000000e+00 | 1 | SPG7 |
| 35 | 3.581719e-03 | 0.754232 | 0.600 | 0.614 | 1.000000e+00 | 1 | COL18A1 |
| 36 | 3.861889e-03 | 0.811690 | 0.450 | 0.349 | 1.000000e+00 | 1 | MT-ND6 |
| 37 | 4.055410e-03 | 0.774354 | 0.825 | 0.892 | 1.000000e+00 | 1 | COL4A1 |
| 38 | 4.812443e-03 | 0.701257 | 0.525 | 0.506 | 1.000000e+00 | 1 | SHANK3 |
| 39 | 8.328474e-03 | 1.160703 | 0.388 | 0.265 | 1.000000e+00 | 1 | KCNQ1OT1 |
Fibroblast
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 4.189222e-10 | 1.122596 | 0.943 | 0.742 | 9.277450e-06 | 0 | MGP |
| 1 | 1.100908e-09 | 0.810345 | 0.962 | 0.607 | 2.438072e-05 | 0 | RARRES2 |
| 2 | 1.501747e-08 | 0.954503 | 0.943 | 0.573 | 3.325768e-04 | 0 | LUM |
| 3 | 4.509006e-08 | 0.905971 | 0.887 | 0.562 | 9.985644e-04 | 0 | HTRA1 |
| 4 | 5.240893e-08 | 0.673624 | 0.943 | 0.618 | 1.160648e-03 | 0 | SERPINF1 |
| 5 | 9.895324e-08 | 1.249382 | 0.717 | 0.315 | 2.191419e-03 | 0 | CTHRC1 |
| 6 | 2.064719e-07 | 1.118319 | 0.736 | 0.303 | 4.572526e-03 | 0 | PTGDS |
| 7 | 5.106769e-07 | 0.795259 | 0.585 | 0.213 | 1.130945e-02 | 0 | MFAP2 |
| 8 | 1.024029e-06 | 1.011127 | 0.717 | 0.360 | 2.267814e-02 | 0 | CTSK |
| 9 | 1.038619e-06 | 0.706458 | 1.000 | 0.697 | 2.300125e-02 | 0 | CCDC80 |
| 10 | 1.100282e-05 | 0.727010 | 0.755 | 0.427 | 2.436685e-01 | 0 | OGN |
| 11 | 1.505321e-05 | 0.675728 | 0.642 | 0.303 | 3.333684e-01 | 0 | COL8A1 |
| 12 | 1.575596e-05 | 0.962330 | 0.774 | 0.427 | 3.489316e-01 | 0 | IGF1 |
| 13 | 5.135076e-05 | 0.761069 | 0.792 | 0.461 | 1.000000e+00 | 0 | SPON2 |
| 14 | 8.538305e-05 | 1.052172 | 0.623 | 0.303 | 1.000000e+00 | 0 | SFRP2 |
| 15 | 2.821963e-04 | 0.675008 | 0.453 | 0.213 | 1.000000e+00 | 0 | GAS1 |
| 16 | 3.244839e-04 | 0.813948 | 0.585 | 0.303 | 1.000000e+00 | 0 | C7 |
| 17 | 2.295766e-03 | 1.539600 | 0.415 | 0.202 | 1.000000e+00 | 0 | SFRP4 |
| 18 | 2.787040e-03 | 0.754033 | 0.623 | 0.360 | 1.000000e+00 | 0 | RARRES1 |
| 19 | 8.062285e-03 | 0.685567 | 0.321 | 0.157 | 1.000000e+00 | 0 | ITM2A |
| 20 | 2.422584e-13 | 1.234142 | 0.971 | 0.963 | 5.365055e-09 | 1 | MT-ND5 |
| 21 | 2.180596e-11 | 1.066897 | 1.000 | 1.000 | 4.829148e-07 | 1 | MT-ATP6 |
| 22 | 3.423031e-11 | 1.074354 | 1.000 | 1.000 | 7.580644e-07 | 1 | MT-ND3 |
| 23 | 2.469076e-10 | 0.933721 | 1.000 | 1.000 | 5.468015e-06 | 1 | MT-ND4 |
| 24 | 4.273604e-10 | 0.917429 | 1.000 | 1.000 | 9.464325e-06 | 1 | MT-CO3 |
| 25 | 4.404936e-10 | 0.889839 | 1.000 | 1.000 | 9.755170e-06 | 1 | MT-CYB |
| 26 | 4.894321e-10 | 0.913632 | 0.971 | 0.972 | 1.083896e-05 | 1 | MT-ND4L |
| 27 | 5.931581e-09 | 0.999041 | 0.943 | 0.925 | 1.313608e-04 | 1 | MTRNR2L12 |
| 28 | 6.667348e-06 | 1.607088 | 0.771 | 0.794 | 1.476551e-01 | 1 | XIST |
| 29 | 1.173489e-05 | 1.014913 | 0.857 | 0.748 | 2.598809e-01 | 1 | COL6A3 |
| 30 | 6.400621e-05 | 0.906178 | 0.743 | 0.692 | 1.000000e+00 | 1 | MACF1 |
| 31 | 9.230311e-05 | 1.042339 | 0.771 | 0.692 | 1.000000e+00 | 1 | MEG3 |
| 32 | 1.174193e-04 | 1.120358 | 0.629 | 0.523 | 1.000000e+00 | 1 | LAMB1 |
| 33 | 2.073149e-03 | 1.134135 | 0.514 | 0.383 | 1.000000e+00 | 1 | SSC5D |
| 34 | 2.937739e-03 | 0.974883 | 0.371 | 0.187 | 1.000000e+00 | 1 | PTPRF |
| 35 | 3.264986e-03 | 1.016608 | 0.629 | 0.589 | 1.000000e+00 | 1 | MT-ATP8 |
| 36 | 3.688862e-03 | 0.871894 | 0.486 | 0.364 | 1.000000e+00 | 1 | GTF3C1 |
| 37 | 4.182730e-03 | 0.896666 | 0.657 | 0.626 | 1.000000e+00 | 1 | MXRA5 |
| 38 | 4.804168e-03 | 0.885357 | 0.629 | 0.692 | 1.000000e+00 | 1 | TCF25 |
| 39 | 6.575862e-03 | 0.953891 | 0.743 | 0.673 | 1.000000e+00 | 1 | C3 |
| 40 | 4.136962e-10 | 0.862400 | 0.903 | 0.279 | 9.161716e-06 | 2 | S100A16 |
| 41 | 2.212077e-09 | 1.095115 | 0.968 | 0.505 | 4.898866e-05 | 2 | SH3BGRL3 |
| 42 | 3.413760e-09 | 1.136515 | 0.968 | 0.577 | 7.560113e-05 | 2 | S100A10 |
| 43 | 5.438833e-09 | 0.921848 | 1.000 | 0.838 | 1.204484e-04 | 2 | TMSB4X |
| 44 | 1.054540e-07 | 1.174249 | 0.968 | 0.586 | 2.335383e-03 | 2 | IFI27 |
| 45 | 2.111383e-07 | 0.855141 | 0.484 | 0.081 | 4.675868e-03 | 2 | UAP1 |
| 46 | 2.554850e-07 | 0.844352 | 0.710 | 0.171 | 5.657971e-03 | 2 | ALDH1A3 |
| 47 | 1.184160e-05 | 0.885486 | 0.419 | 0.090 | 2.622441e-01 | 2 | ATF3 |
| 48 | 2.205458e-05 | 0.842608 | 1.000 | 0.820 | 4.884207e-01 | 2 | S100A6 |
| 49 | 3.477644e-05 | 0.958213 | 0.710 | 0.324 | 7.701590e-01 | 2 | FOS |
| 50 | 3.746114e-05 | 1.050357 | 0.774 | 0.396 | 8.296145e-01 | 2 | JUNB |
| 51 | 4.490393e-05 | 0.855316 | 0.516 | 0.144 | 9.944424e-01 | 2 | IFIT3 |
| 52 | 7.251424e-05 | 0.835925 | 0.677 | 0.243 | 1.000000e+00 | 2 | PLIN2 |
| 53 | 8.675435e-05 | 1.081472 | 0.548 | 0.198 | 1.000000e+00 | 2 | KRT19 |
| 54 | 8.930139e-05 | 0.973048 | 0.903 | 0.432 | 1.000000e+00 | 2 | LDHA |
| 55 | 1.151397e-04 | 0.843999 | 0.452 | 0.135 | 1.000000e+00 | 2 | SOD2 |
| 56 | 3.472400e-04 | 0.848108 | 0.581 | 0.225 | 1.000000e+00 | 2 | PLAT |
| 57 | 6.580936e-04 | 1.040000 | 0.871 | 0.468 | 1.000000e+00 | 2 | IGFBP6 |
| 58 | 6.798947e-04 | 0.868525 | 0.677 | 0.279 | 1.000000e+00 | 2 | IFI6 |
| 59 | 1.487430e-03 | 1.557353 | 0.548 | 0.225 | 1.000000e+00 | 2 | ISG15 |
| 60 | 5.344359e-25 | 2.074776 | 0.826 | 0.008 | 1.183562e-20 | 3 | PPP1R14A |
| 61 | 3.605979e-21 | 1.853171 | 0.826 | 0.034 | 7.985801e-17 | 3 | TINAGL1 |
| 62 | 2.739335e-20 | 2.110291 | 0.783 | 0.034 | 6.066531e-16 | 3 | NDUFA4L2 |
| 63 | 1.458069e-18 | 1.727062 | 0.826 | 0.059 | 3.229040e-14 | 3 | MCAM |
| 64 | 1.277433e-16 | 2.116527 | 0.870 | 0.118 | 2.829004e-12 | 3 | RGS5 |
| 65 | 5.500532e-16 | 1.646248 | 0.826 | 0.092 | 1.218148e-11 | 3 | C11orf96 |
| 66 | 1.412729e-14 | 2.820944 | 1.000 | 0.403 | 3.128631e-10 | 3 | TAGLN |
| 67 | 2.734313e-14 | 2.091752 | 1.000 | 0.462 | 6.055410e-10 | 3 | MYL9 |
| 68 | 1.001517e-12 | 1.734134 | 0.913 | 0.286 | 2.217960e-08 | 3 | COL4A2 |
| 69 | 2.282940e-12 | 2.964498 | 0.957 | 0.437 | 5.055800e-08 | 3 | ACTA2 |
| 70 | 1.311359e-11 | 1.812427 | 0.913 | 0.353 | 2.904135e-07 | 3 | CRIP1 |
| 71 | 2.509932e-11 | 1.671631 | 0.957 | 0.689 | 5.558495e-07 | 3 | TPM2 |
| 72 | 3.038147e-11 | 1.907310 | 0.957 | 0.866 | 6.728281e-07 | 3 | IGFBP7 |
| 73 | 3.338638e-11 | 1.885340 | 0.826 | 0.244 | 7.393748e-07 | 3 | MEF2C |
| 74 | 9.673009e-11 | 1.643066 | 0.522 | 0.042 | 2.142185e-06 | 3 | STEAP4 |
| 75 | 7.639199e-10 | 1.797199 | 0.739 | 0.202 | 1.691777e-05 | 3 | PDGFA |
| 76 | 1.319353e-09 | 1.679837 | 0.522 | 0.067 | 2.921840e-05 | 3 | PHLDA2 |
| 77 | 1.139925e-08 | 2.041433 | 0.435 | 0.042 | 2.524478e-04 | 3 | CD36 |
| 78 | 1.149794e-06 | 1.620365 | 0.826 | 0.546 | 2.546333e-02 | 3 | ADIRF |
| 79 | 1.504269e-05 | 2.146533 | 0.348 | 0.059 | 3.331353e-01 | 3 | FABP4 |
Monocyte
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 4.868914e-15 | 0.978392 | 0.650 | 0.330 | 1.078270e-10 | 0 | GSN |
| 1 | 6.377071e-15 | 0.742203 | 0.979 | 0.962 | 1.412266e-10 | 0 | HLA-DRA |
| 2 | 6.902042e-15 | 0.763034 | 0.965 | 0.871 | 1.528526e-10 | 0 | HLA-DPA1 |
| 3 | 3.766512e-14 | 1.233214 | 0.538 | 0.191 | 8.341317e-10 | 0 | HLA-DRB5 |
| 4 | 2.796475e-13 | 0.792020 | 0.937 | 0.847 | 6.193074e-09 | 0 | HLA-DPB1 |
| 5 | 1.794456e-12 | 0.535767 | 1.000 | 0.981 | 3.974002e-08 | 0 | CD74 |
| 6 | 2.330860e-11 | 0.876184 | 0.531 | 0.201 | 5.161923e-07 | 0 | HLA-DQA2 |
| 7 | 1.638037e-08 | 0.654882 | 0.846 | 0.718 | 3.627596e-04 | 0 | HLA-DQB1 |
| 8 | 4.903270e-08 | 0.610956 | 0.839 | 0.584 | 1.085878e-03 | 0 | HLA-DQA1 |
| 9 | 1.228105e-07 | 0.888043 | 0.399 | 0.167 | 2.719762e-03 | 0 | ALOX5AP |
| 10 | 6.792071e-07 | 1.026552 | 0.420 | 0.196 | 1.504172e-02 | 0 | FN1 |
| 11 | 3.715429e-06 | 0.557371 | 0.350 | 0.153 | 8.228189e-02 | 0 | HLA-DOA |
| 12 | 3.942480e-06 | 0.536853 | 0.490 | 0.273 | 8.731016e-02 | 0 | CD9 |
| 13 | 8.900300e-06 | 0.752344 | 0.420 | 0.234 | 1.971061e-01 | 0 | ALCAM |
| 14 | 9.975526e-05 | 0.872814 | 0.308 | 0.158 | 1.000000e+00 | 0 | C3 |
| 15 | 1.749375e-04 | 0.737712 | 0.329 | 0.177 | 1.000000e+00 | 0 | CLEC10A |
| 16 | 1.118148e-03 | 0.610032 | 0.497 | 0.340 | 1.000000e+00 | 0 | APOC1 |
| 17 | 1.978318e-03 | 0.666588 | 0.259 | 0.139 | 1.000000e+00 | 0 | SLAMF7 |
| 18 | 2.073495e-03 | 0.564786 | 0.455 | 0.340 | 1.000000e+00 | 0 | CSF2RA |
| 19 | 8.213843e-03 | 0.995450 | 0.720 | 0.703 | 1.000000e+00 | 0 | AC020656.1 |
| 20 | 2.587139e-40 | 2.101062 | 0.899 | 0.165 | 5.729478e-36 | 1 | IFIT1 |
| 21 | 3.540914e-39 | 2.269316 | 0.987 | 0.341 | 7.841708e-35 | 1 | ISG15 |
| 22 | 1.099782e-35 | 1.609077 | 0.987 | 0.355 | 2.435577e-31 | 1 | IFI6 |
| 23 | 6.389158e-35 | 1.737290 | 0.810 | 0.125 | 1.414943e-30 | 1 | RSAD2 |
| 24 | 2.465725e-34 | 1.507733 | 0.899 | 0.179 | 5.460595e-30 | 1 | IFIT3 |
| 25 | 1.101106e-32 | 1.556196 | 0.975 | 0.421 | 2.438509e-28 | 1 | IFITM3 |
| 26 | 4.812149e-32 | 1.583265 | 0.975 | 0.352 | 1.065699e-27 | 1 | MX1 |
| 27 | 8.011708e-32 | 1.635742 | 0.608 | 0.044 | 1.774273e-27 | 1 | SDS |
| 28 | 1.575642e-31 | 1.445428 | 0.962 | 0.399 | 3.489417e-27 | 1 | LY6E |
| 29 | 1.424596e-30 | 1.411419 | 0.861 | 0.198 | 3.154909e-26 | 1 | IL4I1 |
| 30 | 2.050675e-28 | 1.680364 | 0.848 | 0.209 | 4.541424e-24 | 1 | C15orf48 |
| 31 | 5.623651e-26 | 1.497732 | 0.797 | 0.190 | 1.245414e-21 | 1 | IFIT2 |
| 32 | 2.738106e-24 | 1.660815 | 0.899 | 0.403 | 6.063809e-20 | 1 | MT2A |
| 33 | 3.229794e-24 | 1.418844 | 0.911 | 0.388 | 7.152702e-20 | 1 | TNFSF10 |
| 34 | 1.920447e-23 | 1.513095 | 0.595 | 0.084 | 4.253023e-19 | 1 | CXCL11 |
| 35 | 2.147967e-22 | 1.506013 | 0.671 | 0.143 | 4.756888e-18 | 1 | IL1RN |
| 36 | 2.009350e-18 | 1.437957 | 0.684 | 0.176 | 4.449906e-14 | 1 | CXCL10 |
| 37 | 1.182716e-15 | 1.373729 | 0.418 | 0.062 | 2.619244e-11 | 1 | NUPR1 |
| 38 | 5.362248e-14 | 1.620042 | 0.595 | 0.216 | 1.187523e-09 | 1 | IFI27 |
| 39 | 1.074396e-11 | 1.642583 | 0.304 | 0.044 | 2.379357e-07 | 1 | CCL8 |
| 40 | 3.763823e-29 | 1.356704 | 0.638 | 0.078 | 8.335363e-25 | 2 | RIPOR2 |
| 41 | 1.041280e-28 | 1.472600 | 0.928 | 0.283 | 2.306019e-24 | 2 | FCN1 |
| 42 | 1.096735e-25 | 2.474607 | 0.884 | 0.346 | 2.428828e-21 | 2 | S100A9 |
| 43 | 4.269593e-24 | 2.130060 | 0.667 | 0.138 | 9.455440e-20 | 2 | VCAN |
| 44 | 4.089651e-23 | 1.507135 | 0.855 | 0.329 | 9.056940e-19 | 2 | CD55 |
| 45 | 2.463474e-22 | 1.291488 | 0.957 | 0.622 | 5.455610e-18 | 2 | S100A4 |
| 46 | 1.399985e-19 | 1.400526 | 0.565 | 0.110 | 3.100407e-15 | 2 | SMIM25 |
| 47 | 4.130819e-19 | 1.216908 | 0.319 | 0.011 | 9.148111e-15 | 2 | S100A12 |
| 48 | 9.219613e-19 | 1.257121 | 0.913 | 0.650 | 2.041775e-14 | 2 | NAMPT |
| 49 | 2.849615e-18 | 1.068404 | 0.522 | 0.092 | 6.310758e-14 | 2 | CFP |
| 50 | 2.009633e-17 | 2.477810 | 0.623 | 0.180 | 4.450533e-13 | 2 | S100A8 |
| 51 | 9.420272e-17 | 2.087827 | 0.609 | 0.177 | 2.086213e-12 | 2 | THBS1 |
| 52 | 1.241261e-16 | 1.124906 | 0.565 | 0.152 | 2.748896e-12 | 2 | FGR |
| 53 | 2.097949e-14 | 1.242314 | 0.580 | 0.187 | 4.646118e-10 | 2 | LYST |
| 54 | 2.244195e-14 | 1.049015 | 0.899 | 0.703 | 4.969994e-10 | 2 | DUSP1 |
| 55 | 2.585096e-13 | 1.279094 | 0.841 | 0.562 | 5.724954e-09 | 2 | LST1 |
| 56 | 1.339051e-12 | 1.067108 | 0.812 | 0.537 | 2.965462e-08 | 2 | SAMSN1 |
| 57 | 2.408346e-12 | 1.099541 | 0.623 | 0.276 | 5.333523e-08 | 2 | IRAK3 |
| 58 | 2.402391e-09 | 2.033492 | 0.478 | 0.173 | 5.320336e-05 | 2 | IL1B |
| 59 | 7.685076e-07 | 1.099507 | 0.275 | 0.078 | 1.701937e-02 | 2 | CDKN1C |
| 60 | 2.389123e-49 | 2.394172 | 1.000 | 0.110 | 5.290952e-45 | 3 | SELENOP |
| 61 | 2.797319e-38 | 2.091748 | 0.967 | 0.227 | 6.194944e-34 | 3 | MRC1 |
| 62 | 2.210661e-37 | 1.926670 | 0.852 | 0.127 | 4.895730e-33 | 3 | FOLR2 |
| 63 | 8.580328e-35 | 1.938057 | 0.672 | 0.058 | 1.900200e-30 | 3 | LILRB5 |
| 64 | 1.133492e-33 | 2.386569 | 0.967 | 0.337 | 2.510231e-29 | 3 | DAB2 |
| 65 | 1.693524e-33 | 1.737419 | 0.951 | 0.271 | 3.750479e-29 | 3 | STAB1 |
| 66 | 1.253334e-32 | 2.175722 | 0.590 | 0.034 | 2.775633e-28 | 3 | LYVE1 |
| 67 | 1.561762e-32 | 2.120581 | 0.803 | 0.137 | 3.458677e-28 | 3 | SLC40A1 |
| 68 | 3.433070e-32 | 1.586106 | 0.672 | 0.069 | 7.602877e-28 | 3 | WWP1 |
| 69 | 3.543041e-30 | 1.659506 | 0.574 | 0.041 | 7.846418e-26 | 3 | COLEC12 |
| 70 | 2.988737e-28 | 1.577418 | 0.770 | 0.141 | 6.618857e-24 | 3 | MAF |
| 71 | 5.505481e-28 | 1.661056 | 0.787 | 0.158 | 1.219244e-23 | 3 | NRP1 |
| 72 | 3.336978e-27 | 2.060989 | 0.721 | 0.131 | 7.390071e-23 | 3 | F13A1 |
| 73 | 2.026122e-26 | 1.913156 | 0.902 | 0.354 | 4.487051e-22 | 3 | LGMN |
| 74 | 3.889217e-24 | 1.391326 | 0.689 | 0.131 | 8.613059e-20 | 3 | FUCA1 |
| 75 | 6.606637e-24 | 1.363075 | 0.770 | 0.182 | 1.463106e-19 | 3 | VSIG4 |
| 76 | 1.158574e-23 | 1.494006 | 0.984 | 0.402 | 2.565777e-19 | 3 | RNASE1 |
| 77 | 7.448359e-23 | 1.409772 | 0.934 | 0.605 | 1.649514e-18 | 3 | FCGRT |
| 78 | 5.836767e-11 | 1.408089 | 0.754 | 0.402 | 1.292610e-06 | 3 | JUN |
| 79 | 4.790765e-09 | 1.435238 | 0.426 | 0.127 | 1.060963e-04 | 3 | MARCO |
Ovarian-cancer-cell
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 1.020937e-80 | 0.755032 | 0.854 | 0.236 | 2.260966e-76 | 0 | LRRN2 |
| 1 | 1.418662e-65 | 0.717817 | 0.874 | 0.324 | 3.141770e-61 | 0 | WNT7A |
| 2 | 2.137877e-64 | 1.034993 | 0.969 | 0.525 | 4.734543e-60 | 0 | AKAP12 |
| 3 | 7.455928e-64 | 1.104938 | 0.996 | 0.656 | 1.651190e-59 | 0 | MT-ND3 |
| 4 | 5.966830e-60 | 0.712473 | 0.981 | 0.488 | 1.321414e-55 | 0 | ITGB8 |
| 5 | 7.153990e-59 | 1.054628 | 0.992 | 0.654 | 1.584323e-54 | 0 | MT-CO3 |
| 6 | 4.001284e-58 | 0.667047 | 0.828 | 0.291 | 8.861242e-54 | 0 | MECOM |
| 7 | 1.445869e-57 | 1.034169 | 0.996 | 0.638 | 3.202022e-53 | 0 | MT-CYB |
| 8 | 8.229258e-55 | 0.937558 | 0.992 | 0.649 | 1.822451e-50 | 0 | MT-ND4 |
| 9 | 6.372363e-53 | 0.651047 | 0.785 | 0.275 | 1.411223e-48 | 0 | CDH6 |
| 10 | 2.466246e-52 | 0.940516 | 0.989 | 0.662 | 5.461747e-48 | 0 | MT-ATP6 |
| 11 | 4.810109e-50 | 0.874706 | 0.989 | 0.676 | 1.065247e-45 | 0 | MT-CO2 |
| 12 | 2.282210e-47 | 0.709849 | 0.966 | 0.583 | 5.054183e-43 | 0 | ARHGAP29 |
| 13 | 1.889926e-46 | 0.744168 | 0.996 | 0.711 | 4.185430e-42 | 0 | MT-ND1 |
| 14 | 6.483516e-46 | 0.679365 | 0.992 | 0.717 | 1.435839e-41 | 0 | MT-ND2 |
| 15 | 1.200085e-43 | 0.722261 | 0.989 | 0.605 | 2.657707e-39 | 0 | MT-ND5 |
| 16 | 7.561072e-43 | 0.680298 | 0.946 | 0.551 | 1.674475e-38 | 0 | TACSTD2 |
| 17 | 3.923176e-42 | 0.895354 | 0.908 | 0.519 | 8.688265e-38 | 0 | TNFSF10 |
| 18 | 1.642684e-39 | 0.684998 | 1.000 | 0.715 | 3.637889e-35 | 0 | MT-CO1 |
| 19 | 2.563020e-35 | 0.664525 | 0.874 | 0.416 | 5.676063e-31 | 0 | ID1 |
| 20 | 3.593533e-58 | 0.793545 | 0.971 | 0.525 | 7.958238e-54 | 1 | CLDN4 |
| 21 | 6.107576e-56 | 0.836573 | 0.979 | 0.522 | 1.352584e-51 | 1 | NEAT1 |
| 22 | 8.243063e-56 | 0.768279 | 0.992 | 0.687 | 1.825509e-51 | 1 | MALAT1 |
| 23 | 3.434224e-52 | 1.037831 | 0.868 | 0.412 | 7.605432e-48 | 1 | PIM1 |
| 24 | 2.805778e-51 | 0.633628 | 0.609 | 0.155 | 6.213675e-47 | 1 | IFIT2 |
| 25 | 8.190481e-50 | 0.719632 | 0.988 | 0.750 | 1.813864e-45 | 1 | SQSTM1 |
| 26 | 2.024718e-49 | 0.636642 | 0.774 | 0.286 | 4.483942e-45 | 1 | ZBTB20 |
| 27 | 2.188795e-48 | 0.728980 | 0.926 | 0.464 | 4.847306e-44 | 1 | MUC4 |
| 28 | 7.857317e-48 | 0.710673 | 0.827 | 0.360 | 1.740081e-43 | 1 | CD55 |
| 29 | 1.869894e-47 | 0.895490 | 0.601 | 0.153 | 4.141067e-43 | 1 | NUPR1 |
| 30 | 4.510987e-45 | 0.712496 | 0.942 | 0.510 | 9.990031e-41 | 1 | CDKN1C |
| 31 | 4.246161e-42 | 0.785897 | 0.395 | 0.072 | 9.403549e-38 | 1 | TRIB3 |
| 32 | 4.885305e-42 | 0.639453 | 0.938 | 0.552 | 1.081900e-37 | 1 | CEBPB |
| 33 | 7.290360e-42 | 0.698580 | 0.877 | 0.462 | 1.614523e-37 | 1 | DHRS3 |
| 34 | 1.428795e-41 | 0.705620 | 0.909 | 0.549 | 3.164210e-37 | 1 | PERP |
| 35 | 3.599793e-41 | 0.762524 | 0.914 | 0.512 | 7.972103e-37 | 1 | ELF3 |
| 36 | 4.246575e-37 | 0.727135 | 0.963 | 0.743 | 9.404464e-33 | 1 | ZFAS1 |
| 37 | 6.946174e-35 | 0.823568 | 0.770 | 0.327 | 1.538300e-30 | 1 | GPRC5A |
| 38 | 2.724297e-26 | 0.685029 | 0.646 | 0.330 | 6.033228e-22 | 1 | ATF5 |
| 39 | 8.243523e-19 | 0.836527 | 0.609 | 0.336 | 1.825611e-14 | 1 | RARRES1 |
| 40 | 9.020809e-73 | 3.888879 | 0.886 | 0.493 | 1.997748e-68 | 2 | PLCG2 |
| 41 | 2.413744e-35 | 1.349919 | 0.959 | 0.707 | 5.345477e-31 | 2 | MALAT1 |
| 42 | 1.540804e-21 | 1.404067 | 0.585 | 0.374 | 3.412264e-17 | 2 | VEGFA |
| 43 | 5.057517e-20 | 1.085566 | 0.342 | 0.121 | 1.120038e-15 | 2 | KMT2E-AS1 |
| 44 | 1.040417e-18 | 1.145508 | 0.834 | 0.570 | 2.304108e-14 | 2 | NEAT1 |
| 45 | 3.786946e-15 | 1.166108 | 0.347 | 0.153 | 8.386571e-11 | 2 | MAFB |
| 46 | 1.798229e-14 | 1.281144 | 0.435 | 0.253 | 3.982358e-10 | 2 | PPP1R15A |
| 47 | 6.442702e-14 | 1.486550 | 0.611 | 0.527 | 1.426801e-09 | 2 | JUN |
| 48 | 6.493735e-14 | 1.181303 | 0.570 | 0.474 | 1.438103e-09 | 2 | CCNL1 |
| 49 | 1.304047e-13 | 1.084786 | 0.788 | 0.706 | 2.887942e-09 | 2 | SOX4 |
| 50 | 3.912024e-13 | 1.314740 | 0.591 | 0.526 | 8.663569e-09 | 2 | TRA2B |
| 51 | 1.661736e-11 | 1.337973 | 0.560 | 0.500 | 3.680081e-07 | 2 | IER2 |
| 52 | 4.687239e-11 | 1.086524 | 0.451 | 0.325 | 1.038036e-06 | 2 | HEXIM1 |
| 53 | 6.830137e-11 | 1.131568 | 0.508 | 0.399 | 1.512602e-06 | 2 | HSPA1B |
| 54 | 1.801362e-10 | 1.102549 | 0.275 | 0.126 | 3.989295e-06 | 2 | GADD45B |
| 55 | 7.158178e-09 | 1.287087 | 0.394 | 0.274 | 1.585250e-04 | 2 | HES1 |
| 56 | 2.151038e-07 | 1.095209 | 0.425 | 0.349 | 4.763689e-03 | 2 | SLC38A2 |
| 57 | 9.097753e-06 | 1.251531 | 0.472 | 0.445 | 2.014788e-01 | 2 | NFKBIA |
| 58 | 1.138370e-03 | 1.285920 | 0.415 | 0.411 | 1.000000e+00 | 2 | HSPA1A |
| 59 | 2.215284e-03 | 1.454608 | 0.363 | 0.341 | 1.000000e+00 | 2 | MUC16 |
| 60 | 6.474825e-31 | 0.606799 | 0.988 | 0.891 | 1.433915e-26 | 3 | ROMO1 |
| 61 | 1.292645e-30 | 0.615004 | 0.988 | 0.903 | 2.862691e-26 | 3 | ENO1 |
| 62 | 5.451876e-30 | 0.755750 | 0.957 | 0.759 | 1.207372e-25 | 3 | LDHA |
| 63 | 1.581892e-27 | 0.552242 | 0.988 | 0.865 | 3.503258e-23 | 3 | NDUFC1 |
| 64 | 3.113870e-26 | 0.563559 | 1.000 | 0.935 | 6.895976e-22 | 3 | GSTP1 |
| 65 | 1.079154e-25 | 0.517548 | 0.981 | 0.935 | 2.389895e-21 | 3 | TPI1 |
| 66 | 9.800877e-25 | 0.646807 | 0.888 | 0.645 | 2.170502e-20 | 3 | BNIP3 |
| 67 | 5.931204e-24 | 0.527782 | 0.975 | 0.902 | 1.313525e-19 | 3 | RPS26 |
| 68 | 2.934066e-22 | 0.516519 | 1.000 | 0.980 | 6.497783e-18 | 3 | TMSB10 |
| 69 | 3.205082e-22 | 0.692863 | 0.975 | 0.821 | 7.097974e-18 | 3 | KRT19 |
| 70 | 3.017909e-21 | 0.546799 | 0.925 | 0.749 | 6.683462e-17 | 3 | PGK1 |
| 71 | 1.276508e-20 | 0.537491 | 0.981 | 0.860 | 2.826954e-16 | 3 | LDHB |
| 72 | 6.945468e-20 | 0.514753 | 0.876 | 0.676 | 1.538143e-15 | 3 | FAM162A |
| 73 | 1.553694e-18 | 0.520298 | 0.907 | 0.703 | 3.440810e-14 | 3 | ATP5MC3 |
| 74 | 1.410169e-15 | 0.546790 | 0.963 | 0.890 | 3.122961e-11 | 3 | KRT8 |
| 75 | 2.488901e-14 | 0.614221 | 0.975 | 0.841 | 5.511921e-10 | 3 | CSTB |
| 76 | 8.370125e-12 | 0.541297 | 0.988 | 0.873 | 1.853648e-07 | 3 | KRT18 |
| 77 | 5.916878e-08 | 0.534412 | 0.683 | 0.524 | 1.310352e-03 | 3 | PTGR1 |
| 78 | 3.770177e-07 | 0.531349 | 0.516 | 0.354 | 8.349434e-03 | 3 | CCDC146 |
| 79 | 1.497015e-04 | 0.738226 | 0.634 | 0.529 | 1.000000e+00 | 3 | CRYAB |
| 80 | 1.532253e-51 | 1.243292 | 1.000 | 0.958 | 3.393328e-47 | 4 | WFDC2 |
| 81 | 7.595692e-48 | 1.000190 | 1.000 | 0.889 | 1.682142e-43 | 4 | SPINT2 |
| 82 | 1.409114e-46 | 1.052635 | 0.986 | 0.720 | 3.120624e-42 | 4 | PDIA6 |
| 83 | 1.351276e-44 | 1.039399 | 0.986 | 0.827 | 2.992536e-40 | 4 | ITM2B |
| 84 | 2.309318e-43 | 1.497841 | 1.000 | 0.800 | 5.114216e-39 | 4 | MMP7 |
| 85 | 5.949322e-40 | 1.105715 | 0.924 | 0.615 | 1.317537e-35 | 4 | PDIA3 |
| 86 | 5.964993e-40 | 1.128646 | 0.959 | 0.699 | 1.321007e-35 | 4 | IGFBP2 |
| 87 | 5.998092e-37 | 0.935686 | 1.000 | 0.842 | 1.328337e-32 | 4 | CALR |
| 88 | 6.137454e-37 | 0.916767 | 0.986 | 0.858 | 1.359201e-32 | 4 | CST3 |
| 89 | 1.544625e-35 | 1.639043 | 0.979 | 0.831 | 3.420726e-31 | 4 | SLPI |
| 90 | 1.176339e-32 | 0.878278 | 0.979 | 0.872 | 2.605121e-28 | 4 | B2M |
| 91 | 3.401482e-31 | 0.881457 | 0.938 | 0.680 | 7.532922e-27 | 4 | CYBA |
| 92 | 3.130718e-28 | 0.978908 | 0.945 | 0.752 | 6.933289e-24 | 4 | MT-CO1 |
| 93 | 5.412161e-27 | 0.982826 | 0.986 | 0.795 | 1.198577e-22 | 4 | HLA-A |
| 94 | 1.653429e-26 | 0.934474 | 0.752 | 0.434 | 3.661683e-22 | 4 | HAPLN3 |
| 95 | 5.921196e-22 | 0.891441 | 0.986 | 0.801 | 1.311308e-17 | 4 | HLA-C |
| 96 | 1.003165e-17 | 0.923511 | 0.621 | 0.364 | 2.221609e-13 | 4 | MTRNR2L1 |
| 97 | 2.678448e-10 | 0.920752 | 0.572 | 0.389 | 5.931691e-06 | 4 | MYOC |
| 98 | 1.903331e-09 | 0.911378 | 0.386 | 0.208 | 4.215117e-05 | 4 | SAA1 |
| 99 | 2.685930e-09 | 1.120787 | 0.683 | 0.529 | 5.948261e-05 | 4 | LCN2 |
| 100 | 4.085494e-112 | 1.440358 | 0.721 | 0.047 | 9.047734e-108 | 5 | TOP2A |
| 101 | 9.773880e-105 | 1.205650 | 0.658 | 0.039 | 2.164523e-100 | 5 | NUSAP1 |
| 102 | 1.032181e-104 | 1.392207 | 0.703 | 0.050 | 2.285869e-100 | 5 | MKI67 |
| 103 | 7.526706e-98 | 1.619404 | 0.703 | 0.060 | 1.666864e-93 | 5 | UBE2C |
| 104 | 6.429004e-95 | 1.299774 | 0.721 | 0.066 | 1.423767e-90 | 5 | CDKN3 |
| 105 | 1.305287e-88 | 1.938993 | 0.883 | 0.157 | 2.890689e-84 | 5 | TPX2 |
| 106 | 1.805665e-88 | 1.170945 | 0.775 | 0.093 | 3.998826e-84 | 5 | BIRC5 |
| 107 | 3.910066e-85 | 1.288731 | 0.784 | 0.107 | 8.659233e-81 | 5 | CDC20 |
| 108 | 5.482944e-81 | 2.114613 | 0.892 | 0.186 | 1.214253e-76 | 5 | CENPF |
| 109 | 8.422993e-79 | 1.584993 | 0.865 | 0.162 | 1.865356e-74 | 5 | PTTG1 |
| 110 | 6.790716e-78 | 1.558495 | 0.802 | 0.141 | 1.503872e-73 | 5 | CCNB1 |
| 111 | 2.561298e-76 | 1.347057 | 0.748 | 0.114 | 5.672252e-72 | 5 | AURKA |
| 112 | 7.696216e-74 | 1.123772 | 0.541 | 0.043 | 1.704404e-69 | 5 | ASPM |
| 113 | 3.547996e-62 | 1.557376 | 0.847 | 0.230 | 7.857393e-58 | 5 | HMGB2 |
| 114 | 8.223847e-62 | 1.443544 | 0.865 | 0.248 | 1.821253e-57 | 5 | CKS2 |
| 115 | 1.241391e-47 | 1.298733 | 0.901 | 0.384 | 2.749185e-43 | 5 | UBE2S |
| 116 | 1.120653e-39 | 1.397978 | 0.901 | 0.530 | 2.481798e-35 | 5 | TUBA1B |
| 117 | 6.989484e-35 | 1.133581 | 0.910 | 0.529 | 1.547891e-30 | 5 | TUBB4B |
| 118 | 3.843900e-26 | 1.107696 | 0.712 | 0.341 | 8.512702e-22 | 5 | KPNA2 |
| 119 | 4.720455e-06 | 1.474139 | 0.640 | 0.567 | 1.045392e-01 | 5 | HIST1H4C |
| 120 | 7.101302e-47 | 0.833289 | 1.000 | 0.984 | 1.572654e-42 | 6 | RPS12 |
| 121 | 1.150482e-46 | 0.820137 | 1.000 | 0.997 | 2.547858e-42 | 6 | RPS19 |
| 122 | 1.344334e-46 | 0.845992 | 1.000 | 0.990 | 2.977163e-42 | 6 | RPL18A |
| 123 | 6.024019e-45 | 0.804169 | 1.000 | 0.989 | 1.334079e-40 | 6 | RPLP1 |
| 124 | 6.900738e-44 | 0.752289 | 1.000 | 0.980 | 1.528237e-39 | 6 | RPL39 |
| 125 | 1.841670e-43 | 0.862994 | 1.000 | 0.995 | 4.078562e-39 | 6 | RPS27 |
| 126 | 3.522248e-43 | 0.813007 | 0.991 | 0.965 | 7.800371e-39 | 6 | RPLP0 |
| 127 | 1.025175e-42 | 0.805105 | 1.000 | 0.964 | 2.270352e-38 | 6 | RPS5 |
| 128 | 9.604141e-42 | 0.767318 | 1.000 | 0.993 | 2.126933e-37 | 6 | RPS29 |
| 129 | 1.047360e-41 | 0.745161 | 1.000 | 0.962 | 2.319483e-37 | 6 | UBA52 |
| 130 | 2.782882e-41 | 0.728038 | 1.000 | 0.959 | 6.162971e-37 | 6 | RPS9 |
| 131 | 9.982165e-41 | 0.753497 | 1.000 | 0.968 | 2.210650e-36 | 6 | RPS23 |
| 132 | 3.321881e-40 | 0.783494 | 0.991 | 0.959 | 7.356638e-36 | 6 | RPSA |
| 133 | 1.474061e-39 | 0.727729 | 1.000 | 0.997 | 3.264456e-35 | 6 | RPS18 |
| 134 | 4.290417e-39 | 0.752521 | 1.000 | 0.970 | 9.501557e-35 | 6 | RPLP2 |
| 135 | 4.244413e-38 | 0.751137 | 1.000 | 0.990 | 9.399678e-34 | 6 | RPL37 |
| 136 | 1.917730e-37 | 0.752944 | 1.000 | 0.967 | 4.247006e-33 | 6 | RPL27A |
| 137 | 2.774169e-37 | 0.889552 | 1.000 | 0.991 | 6.143675e-33 | 6 | GAPDH |
| 138 | 1.051331e-36 | 0.768876 | 1.000 | 0.966 | 2.328277e-32 | 6 | RPS3 |
| 139 | 2.583593e-34 | 0.731336 | 1.000 | 0.957 | 5.721625e-30 | 6 | RPS4X |
| 140 | 4.174276e-137 | 1.850689 | 0.829 | 0.019 | 9.244351e-133 | 7 | GAS6 |
| 141 | 1.321404e-114 | 1.558788 | 0.756 | 0.020 | 2.926382e-110 | 7 | UBB |
| 142 | 7.330873e-88 | 1.503694 | 0.756 | 0.035 | 1.623495e-83 | 7 | KLK7 |
| 143 | 6.812526e-43 | 1.417524 | 0.732 | 0.092 | 1.508702e-38 | 7 | HLA-DPA1 |
| 144 | 1.163576e-36 | 1.880937 | 0.878 | 0.197 | 2.576855e-32 | 7 | UQCRH |
| 145 | 7.879060e-33 | 1.872597 | 0.829 | 0.183 | 1.744897e-28 | 7 | HLA-DRA |
| 146 | 6.707633e-31 | 2.192228 | 0.976 | 0.361 | 1.485472e-26 | 7 | CD74 |
| 147 | 1.176836e-29 | 2.927927 | 0.951 | 0.346 | 2.606220e-25 | 7 | IGFBP7 |
| 148 | 1.244021e-25 | 1.826010 | 0.976 | 0.448 | 2.755009e-21 | 7 | SAT1 |
| 149 | 4.126292e-23 | 1.840971 | 0.805 | 0.267 | 9.138087e-19 | 7 | HLA-DRB1 |
| 150 | 2.127803e-22 | 1.377341 | 0.902 | 0.325 | 4.712233e-18 | 7 | MUC16 |
| 151 | 2.142567e-22 | 1.977793 | 0.707 | 0.174 | 4.744929e-18 | 7 | GPX3 |
| 152 | 1.277889e-19 | 2.000635 | 1.000 | 0.731 | 2.830013e-15 | 7 | CLU |
| 153 | 7.951143e-19 | 1.522890 | 0.780 | 0.327 | 1.760860e-14 | 7 | GSN |
| 154 | 9.563495e-18 | 1.742294 | 0.951 | 0.541 | 2.117932e-13 | 7 | MTRNR2L12 |
| 155 | 2.651869e-15 | 1.402936 | 0.805 | 0.444 | 5.872829e-11 | 7 | IQGAP1 |
| 156 | 2.774103e-14 | 1.321586 | 1.000 | 0.880 | 6.143529e-10 | 7 | B2M |
| 157 | 9.904036e-14 | 1.315205 | 0.805 | 0.446 | 2.193348e-09 | 7 | MSLN |
| 158 | 1.548783e-12 | 1.320644 | 0.732 | 0.382 | 3.429936e-08 | 7 | BHLHE41 |
| 159 | 1.167895e-11 | 1.365405 | 0.683 | 0.311 | 2.586420e-07 | 7 | RARRES3 |
Plasma-cell
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 2.789341e-44 | 1.380373 | 1.000 | 0.925 | 6.177276e-40 | 0 | HLA-C |
| 1 | 1.057351e-43 | 1.679020 | 0.991 | 0.431 | 2.341609e-39 | 0 | IFI6 |
| 2 | 2.832391e-33 | 1.520018 | 0.940 | 0.384 | 6.272614e-29 | 0 | ISG15 |
| 3 | 1.621319e-30 | 1.120001 | 0.836 | 0.267 | 3.590574e-26 | 0 | SOCS3 |
| 4 | 1.231327e-27 | 1.021340 | 0.966 | 0.512 | 2.726896e-23 | 0 | TSC22D3 |
| 5 | 3.851513e-27 | 1.171028 | 0.991 | 0.502 | 8.529561e-23 | 0 | IGLC3 |
| 6 | 4.565491e-26 | 1.650896 | 0.707 | 0.203 | 1.011074e-21 | 0 | IFI27 |
| 7 | 1.697855e-22 | 0.847190 | 0.819 | 0.320 | 3.760070e-18 | 0 | MX1 |
| 8 | 1.213161e-20 | 1.059223 | 0.905 | 0.520 | 2.686667e-16 | 0 | ZFP36L2 |
| 9 | 3.752795e-20 | 1.258402 | 0.491 | 0.089 | 8.310940e-16 | 0 | IGLV6-57 |
| 10 | 1.672775e-15 | 0.943671 | 0.784 | 0.423 | 3.704528e-11 | 0 | NFKBIA |
| 11 | 3.062570e-14 | 0.878753 | 0.922 | 0.644 | 6.782367e-10 | 0 | FOS |
| 12 | 2.109010e-13 | 0.833485 | 0.940 | 0.665 | 4.670613e-09 | 0 | IGLC2 |
| 13 | 7.673006e-13 | 0.851747 | 0.750 | 0.452 | 1.699264e-08 | 0 | JUNB |
| 14 | 2.803121e-12 | 1.675425 | 0.302 | 0.050 | 6.207792e-08 | 0 | IGLV1-44 |
| 15 | 2.196156e-11 | 0.962212 | 0.543 | 0.214 | 4.863608e-07 | 0 | AREG |
| 16 | 3.109332e-09 | 1.172404 | 0.319 | 0.082 | 6.885926e-05 | 0 | IGLV2-23 |
| 17 | 4.095620e-08 | 0.873050 | 0.603 | 0.377 | 9.070161e-04 | 0 | KLF2 |
| 18 | 2.999219e-07 | 0.943310 | 0.362 | 0.146 | 6.642070e-03 | 0 | DNAAF1 |
| 19 | 1.684813e-05 | 1.347068 | 0.534 | 0.324 | 3.731188e-01 | 0 | IGHA1 |
| 20 | 1.837814e-15 | 0.849508 | 0.989 | 0.958 | 4.070024e-11 | 1 | IGKC |
| 21 | 8.816627e-13 | 0.363149 | 1.000 | 0.987 | 1.952530e-08 | 1 | MT-ND3 |
| 22 | 1.832858e-12 | 0.359995 | 1.000 | 0.954 | 4.059048e-08 | 1 | MT-ND1 |
| 23 | 1.527831e-10 | 0.432500 | 0.978 | 0.811 | 3.383534e-06 | 1 | ERLEC1 |
| 24 | 3.820934e-10 | 0.624516 | 0.478 | 0.150 | 8.461840e-06 | 1 | IGHV5-51 |
| 25 | 3.224732e-09 | 1.294353 | 0.922 | 0.853 | 7.141491e-05 | 1 | IGHGP |
| 26 | 3.164818e-08 | 0.355189 | 0.522 | 0.212 | 7.008806e-04 | 1 | IGLV3-1 |
| 27 | 1.271386e-07 | 0.674168 | 0.889 | 0.723 | 2.815612e-03 | 1 | HSP90AA1 |
| 28 | 4.701169e-07 | 0.791711 | 0.444 | 0.218 | 1.041121e-02 | 1 | HSPA1B |
| 29 | 6.075925e-07 | 0.441020 | 0.511 | 0.244 | 1.345574e-02 | 1 | Z93930.2 |
| 30 | 6.194670e-07 | 0.386723 | 0.511 | 0.218 | 1.371872e-02 | 1 | FAM30A |
| 31 | 1.208374e-06 | 0.729282 | 0.367 | 0.147 | 2.676064e-02 | 1 | HSPA1A |
| 32 | 1.332329e-06 | 0.627792 | 0.444 | 0.215 | 2.950575e-02 | 1 | DNAJB1 |
| 33 | 6.179619e-06 | 0.368006 | 0.922 | 0.814 | 1.368538e-01 | 1 | RRBP1 |
| 34 | 3.294714e-05 | 0.371474 | 0.300 | 0.117 | 7.296474e-01 | 1 | HSPH1 |
| 35 | 3.623411e-05 | 0.351743 | 0.856 | 0.668 | 8.024405e-01 | 1 | JUN |
| 36 | 1.650205e-04 | 0.316799 | 0.267 | 0.114 | 1.000000e+00 | 1 | LINC01480 |
| 37 | 1.987994e-04 | 0.303656 | 0.411 | 0.205 | 1.000000e+00 | 1 | IGKV1D-8 |
| 38 | 4.644627e-04 | 0.399118 | 0.444 | 0.267 | 1.000000e+00 | 1 | AHNAK |
| 39 | 3.443094e-03 | 0.364567 | 0.678 | 0.547 | 1.000000e+00 | 1 | FOSB |
| 40 | 4.103390e-25 | 1.946934 | 0.882 | 0.554 | 9.087367e-21 | 2 | PLCG2 |
| 41 | 2.660470e-23 | 1.021495 | 1.000 | 0.955 | 5.891877e-19 | 2 | IGKC |
| 42 | 5.662577e-13 | 1.627691 | 0.506 | 0.176 | 1.254034e-08 | 2 | IGKV1-5 |
| 43 | 1.487360e-12 | 0.806323 | 0.529 | 0.176 | 3.293907e-08 | 2 | IGKV1D-8 |
| 44 | 1.629971e-11 | 1.415541 | 0.494 | 0.186 | 3.609733e-07 | 2 | IGHV3-23 |
| 45 | 1.027114e-06 | 0.482721 | 0.541 | 0.317 | 2.274648e-02 | 2 | IFNG-AS1 |
| 46 | 1.593279e-06 | 0.451464 | 0.906 | 0.795 | 3.528475e-02 | 2 | MEF2C |
| 47 | 4.720962e-06 | 0.371080 | 0.906 | 0.833 | 1.045504e-01 | 2 | ERLEC1 |
| 48 | 5.394358e-05 | 0.452296 | 0.576 | 0.413 | 1.000000e+00 | 2 | LARP1B |
| 49 | 9.870344e-05 | 0.335352 | 0.812 | 0.731 | 1.000000e+00 | 2 | SEL1L |
| 50 | 1.231319e-03 | 0.295023 | 0.718 | 0.574 | 1.000000e+00 | 2 | EIF3J |
| 51 | 1.612804e-03 | 0.295833 | 0.847 | 0.827 | 1.000000e+00 | 2 | MYDGF |
| 52 | 4.294766e-03 | 0.286297 | 0.624 | 0.551 | 1.000000e+00 | 2 | KTN1 |
| 53 | 5.408606e-03 | 0.306407 | 0.576 | 0.519 | 1.000000e+00 | 2 | LMO4 |
| 54 | 7.841821e-03 | 0.260384 | 0.753 | 0.782 | 1.000000e+00 | 2 | NDUFA1 |
| 55 | 8.743374e-03 | 0.258675 | 0.647 | 0.609 | 1.000000e+00 | 2 | NUCB2 |
| 56 | 7.519379e-32 | 1.164944 | 0.519 | 0.026 | 1.665242e-27 | 3 | IL32 |
| 57 | 1.358113e-30 | 1.224499 | 0.648 | 0.070 | 3.007676e-26 | 3 | CD52 |
| 58 | 1.318054e-23 | 1.458706 | 0.519 | 0.058 | 2.918963e-19 | 3 | CCL5 |
| 59 | 2.856900e-20 | 1.625314 | 0.944 | 0.539 | 6.326890e-16 | 3 | ACTB |
| 60 | 1.877851e-18 | 1.176512 | 0.796 | 0.306 | 4.158688e-14 | 3 | PTPRC |
| 61 | 8.398204e-15 | 1.030298 | 0.778 | 0.344 | 1.859866e-10 | 3 | PFN1 |
| 62 | 1.179454e-14 | 1.366536 | 0.944 | 0.755 | 2.612019e-10 | 3 | TMSB10 |
| 63 | 1.254186e-13 | 1.001171 | 1.000 | 0.971 | 2.777521e-09 | 3 | MT-CYB |
| 64 | 1.889158e-13 | 1.060453 | 0.667 | 0.257 | 4.183729e-09 | 3 | S100A4 |
| 65 | 2.923286e-13 | 1.651961 | 0.426 | 0.085 | 6.473909e-09 | 3 | CCL4 |
| 66 | 3.512440e-13 | 1.431934 | 1.000 | 0.971 | 7.778650e-09 | 3 | MT-CO3 |
| 67 | 1.045906e-12 | 1.031745 | 0.296 | 0.035 | 2.316263e-08 | 3 | LTB |
| 68 | 1.359787e-12 | 1.057638 | 1.000 | 0.983 | 3.011384e-08 | 3 | MT-CO1 |
| 69 | 1.546642e-12 | 1.161875 | 1.000 | 0.977 | 3.425193e-08 | 3 | MT-ATP6 |
| 70 | 1.348040e-11 | 0.976823 | 1.000 | 0.980 | 2.985369e-07 | 3 | MT-ND4 |
| 71 | 3.333165e-10 | 0.943331 | 1.000 | 0.968 | 7.381628e-06 | 3 | RPS2 |
| 72 | 1.388695e-07 | 1.192805 | 0.630 | 0.353 | 3.075404e-03 | 3 | ACTG1 |
| 73 | 2.167998e-07 | 0.981016 | 0.778 | 0.676 | 4.801248e-03 | 3 | ITGB1 |
| 74 | 2.518574e-06 | 0.952240 | 0.852 | 0.770 | 5.577633e-02 | 3 | GAPDH |
| 75 | 8.363161e-05 | 1.294692 | 0.704 | 0.525 | 1.000000e+00 | 3 | HIST1H4C |
| 76 | 7.854410e-17 | 1.111794 | 1.000 | 0.591 | 1.739438e-12 | 4 | IGLC3 |
| 77 | 3.144873e-07 | 1.184197 | 0.385 | 0.116 | 6.964635e-03 | 4 | IGLV2-23 |
| 78 | 5.949165e-07 | 1.008427 | 0.942 | 0.716 | 1.317502e-02 | 4 | IGLC2 |
| 79 | 4.900992e-06 | 0.340664 | 0.327 | 0.099 | 1.085374e-01 | 4 | RGPD2 |
| 80 | 2.513397e-05 | 0.285624 | 0.654 | 0.304 | 5.566168e-01 | 4 | IFI27 |
| 81 | 2.911210e-05 | 0.407321 | 0.942 | 0.600 | 6.447165e-01 | 4 | TSC22D3 |
| 82 | 8.816785e-05 | 0.709204 | 0.308 | 0.113 | 1.000000e+00 | 4 | IGHV4-34 |
| 83 | 3.243097e-04 | 0.592548 | 0.519 | 0.278 | 1.000000e+00 | 4 | AREG |
| 84 | 2.030992e-03 | 0.288258 | 0.885 | 0.643 | 1.000000e+00 | 4 | TP53INP1 |
| 85 | 2.890169e-03 | 0.528730 | 0.981 | 0.962 | 1.000000e+00 | 4 | IGHG3 |
T-cell
Cluster Markers
| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene | |
|---|---|---|---|---|---|---|---|
| 0 | 7.112276e-91 | 1.092196 | 0.954 | 0.567 | 1.575085e-86 | 0 | IL7R |
| 1 | 1.102111e-71 | 1.042389 | 0.786 | 0.304 | 2.440736e-67 | 0 | KLF2 |
| 2 | 2.313173e-59 | 0.500243 | 0.997 | 0.942 | 5.122754e-55 | 0 | RPL30 |
| 3 | 1.088868e-47 | 0.496657 | 0.992 | 0.913 | 2.411406e-43 | 0 | RPL32 |
| 4 | 4.839372e-46 | 0.915319 | 0.754 | 0.446 | 1.071727e-41 | 0 | JUNB |
| 5 | 3.169986e-43 | 0.566566 | 0.989 | 0.879 | 7.020251e-39 | 0 | TXNIP |
| 6 | 1.499457e-41 | 0.613181 | 0.976 | 0.844 | 3.320698e-37 | 0 | FTH1 |
| 7 | 1.851338e-37 | 0.868883 | 0.638 | 0.306 | 4.099973e-33 | 0 | GPR171 |
| 8 | 2.286421e-34 | 0.734049 | 0.411 | 0.131 | 5.063508e-30 | 0 | CCR7 |
| 9 | 3.098297e-34 | 0.544103 | 0.905 | 0.728 | 6.861488e-30 | 0 | SARAF |
| 10 | 4.028227e-34 | 0.500813 | 0.970 | 0.818 | 8.920910e-30 | 0 | ZFP36L2 |
| 11 | 2.083274e-30 | 0.684621 | 0.678 | 0.379 | 4.613618e-26 | 0 | ANXA1 |
| 12 | 1.353019e-23 | 0.537632 | 0.681 | 0.383 | 2.996395e-19 | 0 | CRYBG1 |
| 13 | 1.914089e-22 | 0.643025 | 0.476 | 0.222 | 4.238942e-18 | 0 | GPR183 |
| 14 | 2.599304e-22 | 0.591181 | 0.365 | 0.147 | 5.756419e-18 | 0 | SOCS3 |
| 15 | 4.574305e-21 | 0.569988 | 0.570 | 0.324 | 1.013026e-16 | 0 | FOS |
| 16 | 2.181870e-18 | 0.582752 | 0.322 | 0.132 | 4.831970e-14 | 0 | AP3M2 |
| 17 | 1.700965e-16 | 0.508935 | 0.668 | 0.449 | 3.766957e-12 | 0 | NFKBIA |
| 18 | 4.007729e-13 | 0.505757 | 0.319 | 0.156 | 8.875516e-09 | 0 | CDC14A |
| 19 | 6.390134e-11 | 0.580928 | 0.305 | 0.163 | 1.415159e-06 | 0 | SELL |
| 20 | 8.499058e-81 | 1.151204 | 0.749 | 0.238 | 1.882201e-76 | 1 | CD8A |
| 21 | 3.099927e-73 | 0.999755 | 0.803 | 0.295 | 6.865099e-69 | 1 | GZMK |
| 22 | 1.794116e-47 | 0.955039 | 0.479 | 0.138 | 3.973250e-43 | 1 | CD8B |
| 23 | 1.398914e-45 | 0.845855 | 0.821 | 0.392 | 3.098034e-41 | 1 | CCL4 |
| 24 | 5.324919e-36 | 0.427279 | 0.949 | 0.599 | 1.179257e-31 | 1 | CCL5 |
| 25 | 6.489349e-34 | 0.633129 | 0.764 | 0.412 | 1.437131e-29 | 1 | GZMA |
| 26 | 1.908376e-24 | 0.741587 | 0.316 | 0.106 | 4.226291e-20 | 1 | ITM2C |
| 27 | 8.950342e-24 | 0.864829 | 0.430 | 0.210 | 1.982143e-19 | 1 | PPP1R14B |
| 28 | 1.611903e-23 | 0.562417 | 0.724 | 0.482 | 3.569719e-19 | 1 | DUSP2 |
| 29 | 4.107605e-20 | 0.514315 | 0.658 | 0.401 | 9.096701e-16 | 1 | CST7 |
| 30 | 1.460000e-18 | 0.615661 | 0.311 | 0.122 | 3.233316e-14 | 1 | CRTAM |
| 31 | 7.127283e-17 | 0.548546 | 0.430 | 0.219 | 1.578408e-12 | 1 | ZEB2 |
| 32 | 9.181733e-14 | 0.497935 | 0.456 | 0.284 | 2.033387e-09 | 1 | GZMM |
| 33 | 5.857672e-13 | 0.488737 | 0.490 | 0.317 | 1.297240e-08 | 1 | CLEC2B |
| 34 | 1.044062e-12 | 0.572037 | 0.330 | 0.179 | 2.312180e-08 | 1 | GABARAPL1 |
| 35 | 6.209865e-09 | 0.487700 | 0.373 | 0.254 | 1.375237e-04 | 1 | PIP4K2A |
| 36 | 7.457113e-09 | 0.493607 | 0.322 | 0.196 | 1.651452e-04 | 1 | CMC1 |
| 37 | 4.601334e-08 | 0.448871 | 0.399 | 0.283 | 1.019011e-03 | 1 | TUBA4A |
| 38 | 1.700580e-06 | 0.459096 | 0.385 | 0.283 | 3.766105e-02 | 1 | RGCC |
| 39 | 1.927934e-06 | 0.464987 | 0.254 | 0.160 | 4.269603e-02 | 1 | MLLT3 |
| 40 | 3.322471e-55 | 1.188188 | 0.804 | 0.395 | 7.357944e-51 | 2 | IFIT3 |
| 41 | 4.097304e-52 | 1.052946 | 0.770 | 0.329 | 9.073888e-48 | 2 | GZMK |
| 42 | 3.521655e-49 | 0.916741 | 0.721 | 0.271 | 7.799058e-45 | 2 | CD8A |
| 43 | 1.956278e-47 | 0.928819 | 0.774 | 0.395 | 4.332372e-43 | 2 | CST7 |
| 44 | 7.350401e-47 | 0.792294 | 0.860 | 0.409 | 1.627820e-42 | 2 | CCL4 |
| 45 | 8.134844e-45 | 0.685596 | 0.947 | 0.721 | 1.801542e-40 | 2 | ISG20 |
| 46 | 1.205724e-35 | 0.907815 | 0.660 | 0.345 | 2.670195e-31 | 2 | IFIT1 |
| 47 | 2.212968e-34 | 0.853664 | 0.698 | 0.386 | 4.900840e-30 | 2 | MX2 |
| 48 | 8.249999e-34 | 1.061113 | 0.562 | 0.234 | 1.827045e-29 | 2 | IFIT2 |
| 49 | 8.965492e-26 | 0.752943 | 0.283 | 0.073 | 1.985498e-21 | 2 | EOMES |
| 50 | 9.909972e-26 | 0.830957 | 0.374 | 0.121 | 2.194662e-21 | 2 | CRTAM |
| 51 | 1.206673e-25 | 0.690139 | 0.706 | 0.468 | 2.672298e-21 | 2 | SAMD9L |
| 52 | 1.026285e-20 | 0.794737 | 0.362 | 0.146 | 2.272810e-16 | 2 | CD38 |
| 53 | 1.348245e-19 | 0.722686 | 0.408 | 0.188 | 2.985824e-15 | 2 | LAG3 |
| 54 | 4.398420e-19 | 0.723427 | 0.460 | 0.226 | 9.740740e-15 | 2 | ZEB2 |
| 55 | 6.432870e-19 | 0.728698 | 0.396 | 0.171 | 1.424623e-14 | 2 | CD8B |
| 56 | 2.048386e-18 | 0.692823 | 0.404 | 0.189 | 4.536356e-14 | 2 | CMC1 |
| 57 | 1.111709e-17 | 0.694723 | 0.434 | 0.224 | 2.461990e-13 | 2 | CLDND1 |
| 58 | 2.726666e-16 | 0.750493 | 0.313 | 0.127 | 6.038475e-12 | 2 | TRGC2 |
| 59 | 1.797637e-15 | 0.700554 | 0.460 | 0.266 | 3.981047e-11 | 2 | LYST |
| 60 | 2.003208e-92 | 1.742942 | 0.995 | 0.934 | 4.436304e-88 | 3 | MT-CO3 |
| 61 | 3.060244e-90 | 1.763537 | 0.995 | 0.852 | 6.777216e-86 | 3 | MT-CYB |
| 62 | 3.655131e-88 | 1.369820 | 1.000 | 0.982 | 8.094653e-84 | 3 | MT-CO2 |
| 63 | 8.994354e-88 | 1.545439 | 1.000 | 0.964 | 1.991890e-83 | 3 | MT-ATP6 |
| 64 | 2.309069e-86 | 1.481968 | 1.000 | 0.878 | 5.113665e-82 | 3 | MT-ND4 |
| 65 | 1.122865e-85 | 1.305543 | 1.000 | 0.982 | 2.486697e-81 | 3 | MT-CO1 |
| 66 | 2.953244e-84 | 1.443501 | 1.000 | 0.989 | 6.540255e-80 | 3 | MT-ND3 |
| 67 | 1.429662e-74 | 1.335083 | 0.990 | 0.895 | 3.166130e-70 | 3 | MT-ND1 |
| 68 | 1.254625e-61 | 1.121854 | 0.995 | 0.861 | 2.778491e-57 | 3 | MT-ND2 |
| 69 | 1.795031e-61 | 1.111277 | 0.937 | 0.675 | 3.975277e-57 | 3 | MT-ND5 |
| 70 | 8.155249e-47 | 1.338005 | 0.895 | 0.691 | 1.806061e-42 | 3 | IGKC |
| 71 | 9.057461e-44 | 1.129137 | 0.764 | 0.387 | 2.005865e-39 | 3 | MT-ND4L |
| 72 | 1.181557e-13 | 0.791387 | 0.277 | 0.105 | 2.616675e-09 | 3 | MT-ATP8 |
| 73 | 9.623989e-13 | 0.755589 | 0.393 | 0.204 | 2.131329e-08 | 3 | FLNA |
| 74 | 3.208800e-12 | 0.801597 | 0.429 | 0.244 | 7.106208e-08 | 3 | MT-ND6 |
| 75 | 1.105233e-11 | 0.832110 | 0.314 | 0.141 | 2.447650e-07 | 3 | MTRNR2L8 |
| 76 | 1.762399e-11 | 0.852687 | 0.560 | 0.363 | 3.903008e-07 | 3 | NKG7 |
| 77 | 2.974952e-10 | 0.763419 | 0.314 | 0.143 | 6.588329e-06 | 3 | KLRD1 |
| 78 | 4.937786e-07 | 0.949739 | 0.340 | 0.212 | 1.093522e-02 | 3 | PRF1 |
| 79 | 8.961298e-05 | 0.714847 | 0.288 | 0.185 | 1.000000e+00 | 3 | AREG |
| 80 | 2.048584e-122 | 2.717945 | 0.650 | 0.062 | 4.536794e-118 | 4 | CXCL13 |
| 81 | 1.504632e-53 | 1.032410 | 0.435 | 0.066 | 3.332158e-49 | 4 | CD40LG |
| 82 | 1.173009e-46 | 0.975800 | 0.333 | 0.043 | 2.597745e-42 | 4 | TSHZ2 |
| 83 | 1.388704e-46 | 1.121668 | 0.644 | 0.191 | 3.075424e-42 | 4 | IL6ST |
| 84 | 1.382158e-32 | 0.914011 | 0.734 | 0.330 | 3.060926e-28 | 4 | NR3C1 |
| 85 | 1.524149e-32 | 0.877773 | 0.582 | 0.187 | 3.375380e-28 | 4 | CTLA4 |
| 86 | 4.691028e-30 | 0.897814 | 0.785 | 0.391 | 1.038875e-25 | 4 | ARID5B |
| 87 | 8.255101e-29 | 0.748329 | 0.362 | 0.085 | 1.828175e-24 | 4 | ADAM19 |
| 88 | 2.082547e-27 | 0.797722 | 0.559 | 0.199 | 4.612008e-23 | 4 | BTG3 |
| 89 | 2.495250e-27 | 0.824656 | 0.571 | 0.207 | 5.525981e-23 | 4 | MAF |
| 90 | 9.499097e-27 | 0.731055 | 0.847 | 0.493 | 2.103670e-22 | 4 | FKBP5 |
| 91 | 9.855104e-26 | 0.743860 | 0.254 | 0.047 | 2.182511e-21 | 4 | MFHAS1 |
| 92 | 2.188073e-25 | 0.769447 | 0.734 | 0.368 | 4.845706e-21 | 4 | ALOX5AP |
| 93 | 5.094543e-25 | 0.728228 | 0.497 | 0.168 | 1.128237e-20 | 4 | ICOS |
| 94 | 1.868654e-23 | 0.781900 | 0.379 | 0.109 | 4.138321e-19 | 4 | TP53INP1 |
| 95 | 1.924151e-23 | 0.709915 | 0.780 | 0.424 | 4.261224e-19 | 4 | NAP1L4 |
| 96 | 2.570661e-23 | 0.772245 | 0.644 | 0.300 | 5.692986e-19 | 4 | RBPJ |
| 97 | 7.226400e-23 | 0.827664 | 0.458 | 0.160 | 1.600359e-18 | 4 | PLIN2 |
| 98 | 8.351097e-22 | 0.695614 | 0.328 | 0.087 | 1.849434e-17 | 4 | PDCD1 |
| 99 | 1.023388e-19 | 0.804688 | 0.616 | 0.306 | 2.266395e-15 | 4 | RORA |
| 100 | 2.160344e-209 | 1.522335 | 0.602 | 0.005 | 4.784297e-205 | 5 | FOXP3 |
| 101 | 5.223961e-139 | 1.843542 | 0.534 | 0.023 | 1.156898e-134 | 5 | IL2RA |
| 102 | 3.962339e-111 | 1.327961 | 0.557 | 0.043 | 8.774996e-107 | 5 | IKZF2 |
| 103 | 1.299601e-97 | 2.009110 | 0.568 | 0.061 | 2.878097e-93 | 5 | TNFRSF4 |
| 104 | 7.681643e-97 | 1.321279 | 0.420 | 0.023 | 1.701177e-92 | 5 | RTKN2 |
| 105 | 1.061341e-80 | 1.338158 | 0.784 | 0.166 | 2.350447e-76 | 5 | CTLA4 |
| 106 | 7.039355e-76 | 1.152189 | 0.483 | 0.055 | 1.558936e-71 | 5 | TBC1D4 |
| 107 | 3.871462e-69 | 1.433235 | 0.705 | 0.166 | 8.573739e-65 | 5 | BATF |
| 108 | 1.378822e-66 | 1.115265 | 0.301 | 0.018 | 3.053540e-62 | 5 | LAYN |
| 109 | 7.964150e-64 | 1.091478 | 0.472 | 0.064 | 1.763741e-59 | 5 | LINC01943 |
| 110 | 6.875167e-59 | 1.426549 | 0.557 | 0.108 | 1.522574e-54 | 5 | TNFRSF18 |
| 111 | 1.047703e-56 | 1.465888 | 0.858 | 0.352 | 2.320244e-52 | 5 | LTB |
| 112 | 2.520268e-55 | 1.131236 | 0.767 | 0.241 | 5.581385e-51 | 5 | TIGIT |
| 113 | 5.417568e-55 | 1.169037 | 0.983 | 0.670 | 1.199775e-50 | 5 | IL32 |
| 114 | 6.603943e-51 | 1.072359 | 0.932 | 0.508 | 1.462509e-46 | 5 | SAT1 |
| 115 | 1.056314e-50 | 1.097797 | 0.767 | 0.265 | 2.339312e-46 | 5 | UGP2 |
| 116 | 2.262464e-43 | 1.089484 | 0.739 | 0.284 | 5.010453e-39 | 5 | COX5A |
| 117 | 8.992932e-42 | 1.117256 | 0.676 | 0.241 | 1.991575e-37 | 5 | SPATS2L |
| 118 | 2.443286e-41 | 1.145624 | 0.256 | 0.027 | 5.410902e-37 | 5 | SOX4 |
| 119 | 5.386094e-14 | 1.220360 | 0.432 | 0.211 | 1.192804e-09 | 5 | IFI27 |
| 120 | 8.713195e-181 | 2.092355 | 0.752 | 0.027 | 1.929624e-176 | 6 | FCER1G |
| 121 | 7.767781e-151 | 2.045144 | 0.686 | 0.030 | 1.720253e-146 | 6 | KLRC1 |
| 122 | 5.396192e-145 | 1.828375 | 0.743 | 0.041 | 1.195041e-140 | 6 | TYROBP |
| 123 | 2.965899e-137 | 3.273955 | 0.924 | 0.097 | 6.568281e-133 | 6 | GNLY |
| 124 | 5.239694e-130 | 1.621100 | 0.695 | 0.039 | 1.160383e-125 | 6 | TRDC |
| 125 | 1.124065e-96 | 1.978970 | 0.848 | 0.119 | 2.489354e-92 | 6 | KLRD1 |
| 126 | 1.320810e-84 | 1.558874 | 0.629 | 0.061 | 2.925066e-80 | 6 | XCL1 |
| 127 | 1.173589e-73 | 1.568917 | 0.676 | 0.089 | 2.599030e-69 | 6 | XCL2 |
| 128 | 6.514180e-66 | 2.242573 | 0.781 | 0.160 | 1.442630e-61 | 6 | AREG |
| 129 | 3.189367e-63 | 1.882625 | 0.714 | 0.122 | 7.063171e-59 | 6 | GZMB |
| 130 | 1.330667e-60 | 1.504170 | 0.733 | 0.138 | 2.946895e-56 | 6 | CTSW |
| 131 | 6.356591e-59 | 1.238446 | 0.524 | 0.065 | 1.407731e-54 | 6 | IFITM3 |
| 132 | 6.350508e-58 | 1.318599 | 0.543 | 0.070 | 1.406383e-53 | 6 | HOPX |
| 133 | 2.350804e-45 | 1.121467 | 0.581 | 0.103 | 5.206090e-41 | 6 | TXK |
| 134 | 2.361141e-41 | 1.204923 | 0.771 | 0.232 | 5.228984e-37 | 6 | CD63 |
| 135 | 3.254807e-39 | 1.433198 | 0.857 | 0.355 | 7.208096e-35 | 6 | NKG7 |
| 136 | 5.462333e-31 | 1.131880 | 0.686 | 0.224 | 1.209688e-26 | 6 | IL2RB |
| 137 | 1.807304e-30 | 1.211762 | 0.514 | 0.119 | 4.002456e-26 | 6 | CLIC3 |
| 138 | 3.089079e-24 | 1.262044 | 0.590 | 0.192 | 6.841075e-20 | 6 | LGALS1 |
| 139 | 1.514107e-11 | 1.184581 | 0.267 | 0.079 | 3.353140e-07 | 6 | CCL3 |
| 140 | 5.284171e-41 | 3.224406 | 0.759 | 0.250 | 1.170232e-36 | 7 | PLCG2 |
| 141 | 6.596360e-38 | 1.404242 | 0.977 | 0.699 | 1.460830e-33 | 7 | IGKC |
| 142 | 2.009245e-17 | 0.892825 | 0.851 | 0.624 | 4.449673e-13 | 7 | RPS26 |
| 143 | 7.916210e-16 | 0.553736 | 1.000 | 0.990 | 1.753124e-11 | 7 | RPS27 |
| 144 | 2.607058e-14 | 0.667050 | 0.920 | 0.692 | 5.773591e-10 | 7 | CD52 |
| 145 | 8.036477e-14 | 0.692388 | 0.425 | 0.150 | 1.779758e-09 | 7 | IGLC2 |
| 146 | 1.562652e-10 | 0.704667 | 0.264 | 0.077 | 3.460649e-06 | 7 | HSPA1B |
| 147 | 3.403016e-09 | 0.770959 | 0.655 | 0.460 | 7.536320e-05 | 7 | ITGB1 |
| 148 | 7.258595e-09 | 0.846541 | 0.368 | 0.159 | 1.607489e-04 | 7 | LINC01871 |
| 149 | 1.478003e-07 | 0.656315 | 0.253 | 0.092 | 3.273186e-03 | 7 | ST8SIA4 |
| 150 | 1.698407e-07 | 0.754366 | 0.276 | 0.109 | 3.761293e-03 | 7 | THEMIS |
| 151 | 2.383580e-07 | 0.584989 | 0.724 | 0.554 | 5.278677e-03 | 7 | S100A4 |
| 152 | 1.095542e-06 | 0.561128 | 0.690 | 0.608 | 2.426188e-02 | 7 | AAK1 |
| 153 | 3.134849e-06 | 0.685325 | 0.299 | 0.138 | 6.942438e-02 | 7 | FAM118A |
| 154 | 1.445564e-05 | 0.610202 | 0.471 | 0.322 | 3.201345e-01 | 7 | MACF1 |
| 155 | 2.957615e-05 | 0.534259 | 0.414 | 0.256 | 6.549933e-01 | 7 | CD63 |
| 156 | 4.185983e-05 | 0.597558 | 0.368 | 0.210 | 9.270278e-01 | 7 | ITGB2 |
| 157 | 7.250040e-05 | 0.556541 | 0.299 | 0.160 | 1.000000e+00 | 7 | KIAA1109 |
| 158 | 1.473287e-04 | 0.585402 | 0.276 | 0.150 | 1.000000e+00 | 7 | PPP1R18 |
| 159 | 1.286750e-03 | 0.531888 | 0.299 | 0.184 | 1.000000e+00 | 7 | GTF2I |
| 160 | 2.237921e-58 | 1.783138 | 0.783 | 0.096 | 4.956100e-54 | 8 | CXCL13 |
| 161 | 1.310956e-53 | 1.740598 | 0.850 | 0.133 | 2.903244e-49 | 8 | GZMB |
| 162 | 4.653728e-47 | 0.875808 | 0.417 | 0.030 | 1.030615e-42 | 8 | ITGA2 |
| 163 | 4.693506e-46 | 1.203169 | 0.617 | 0.074 | 1.039424e-41 | 8 | HAVCR2 |
| 164 | 2.846019e-36 | 0.993085 | 0.550 | 0.073 | 6.302794e-32 | 8 | CARS |
| 165 | 5.812481e-33 | 1.098408 | 0.683 | 0.123 | 1.287232e-28 | 8 | HLA-DQA1 |
| 166 | 3.493756e-27 | 1.230512 | 0.800 | 0.231 | 7.737271e-23 | 8 | HLA-DRA |
| 167 | 2.230911e-26 | 0.936829 | 0.700 | 0.151 | 4.940576e-22 | 8 | LINC01871 |
| 168 | 4.778326e-24 | 1.124005 | 0.917 | 0.312 | 1.058208e-19 | 8 | HLA-DRB1 |
| 169 | 1.571020e-23 | 1.053152 | 0.583 | 0.127 | 3.479181e-19 | 8 | PTMS |
| 170 | 3.788818e-23 | 1.072953 | 0.750 | 0.208 | 8.390717e-19 | 8 | CTLA4 |
| 171 | 5.595790e-23 | 0.974294 | 0.450 | 0.078 | 1.239244e-18 | 8 | ENTPD1 |
| 172 | 5.279518e-21 | 1.015886 | 0.317 | 0.043 | 1.169202e-16 | 8 | LINC02446 |
| 173 | 9.103088e-20 | 0.919396 | 0.383 | 0.065 | 2.015970e-15 | 8 | SPRY1 |
| 174 | 3.678210e-18 | 0.910198 | 0.883 | 0.387 | 8.145764e-14 | 8 | ALOX5AP |
| 175 | 7.062779e-16 | 0.952292 | 1.000 | 0.655 | 1.564123e-11 | 8 | CCL5 |
| 176 | 3.525239e-15 | 1.069108 | 0.750 | 0.319 | 7.806995e-11 | 8 | RBPJ |
| 177 | 3.592725e-14 | 1.322262 | 0.617 | 0.220 | 7.956448e-10 | 8 | IFI27 |
| 178 | 2.437596e-12 | 1.392320 | 0.350 | 0.081 | 5.398301e-08 | 8 | CCL3 |
| 179 | 2.858023e-11 | 0.947422 | 0.500 | 0.172 | 6.329378e-07 | 8 | KLRB1 |
| 180 | 4.466570e-260 | 2.235401 | 0.829 | 0.005 | 9.891667e-256 | 9 | ASPM |
| 181 | 5.290189e-236 | 2.477301 | 0.976 | 0.015 | 1.171565e-231 | 9 | MKI67 |
| 182 | 5.114396e-210 | 2.296445 | 0.756 | 0.007 | 1.132634e-205 | 9 | TOP2A |
| 183 | 1.668751e-205 | 1.354341 | 0.585 | 0.002 | 3.695617e-201 | 9 | DLGAP5 |
| 184 | 3.077361e-156 | 1.625392 | 0.732 | 0.014 | 6.815124e-152 | 9 | TPX2 |
| 185 | 4.450686e-140 | 1.468862 | 0.537 | 0.006 | 9.856488e-136 | 9 | TYMS |
| 186 | 6.142486e-129 | 1.341821 | 0.561 | 0.009 | 1.360315e-124 | 9 | PCLAF |
| 187 | 1.553878e-107 | 2.464197 | 0.902 | 0.050 | 3.441218e-103 | 9 | STMN1 |
| 188 | 3.207136e-106 | 1.415162 | 0.537 | 0.012 | 7.102522e-102 | 9 | CENPE |
| 189 | 4.618191e-98 | 1.879310 | 0.756 | 0.035 | 1.022745e-93 | 9 | NUSAP1 |
| 190 | 5.989234e-82 | 2.409591 | 0.805 | 0.054 | 1.326376e-77 | 9 | CENPF |
| 191 | 8.567855e-69 | 1.379622 | 0.610 | 0.033 | 1.897437e-64 | 9 | CKS1B |
| 192 | 4.935251e-65 | 1.369396 | 0.707 | 0.049 | 1.092961e-60 | 9 | SMC2 |
| 193 | 1.365738e-56 | 2.074883 | 0.902 | 0.116 | 3.024564e-52 | 9 | TUBB |
| 194 | 1.496871e-41 | 2.014897 | 0.951 | 0.201 | 3.314971e-37 | 9 | TUBA1B |
| 195 | 3.866533e-37 | 1.403323 | 0.854 | 0.145 | 8.562824e-33 | 9 | SMC4 |
| 196 | 1.024617e-26 | 1.801311 | 0.951 | 0.383 | 2.269116e-22 | 9 | HMGB2 |
| 197 | 1.484176e-23 | 1.472982 | 0.902 | 0.328 | 3.286856e-19 | 9 | H2AFZ |
| 198 | 4.063593e-21 | 1.514462 | 0.927 | 0.472 | 8.999234e-17 | 9 | HMGN2 |
| 199 | 1.090591e-17 | 1.853865 | 0.902 | 0.414 | 2.415224e-13 | 9 | HIST1H4C |